{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Overburden Pressure Calculation (Seismic)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Overburden Pressure Calculation involves:\n",
    "\n",
    "1. estimation of density data\n",
    "\n",
    "2. calculation of OBP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "nbsphinx": "hidden"
   },
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings(action='ignore')\n",
    "# for python 2 and 3 compatibility\n",
    "# from builtins import str\n",
    "# try:\n",
    "#     from pathlib import Path\n",
    "# except:\n",
    "#     from pathlib2 import Path\n",
    "#--------------------------------------------\n",
    "import sys\n",
    "ppath = \"../..\"\n",
    "\n",
    "if ppath not in sys.path:\n",
    "    sys.path.append(ppath)\n",
    "#---------------------------------------------"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from __future__ import print_function, division, unicode_literals\n",
    "%matplotlib inline\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "plt.style.use(['seaborn-paper', 'seaborn-whitegrid'])\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.rcParams['axes.unicode_minus']=False\n",
    "\n",
    "import numpy as np\n",
    "\n",
    "import pygeopressure as ppp"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1. Estimation of density data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Create survey with the example survey `CUG`:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# set to the directory on your computer\n",
    "SURVEY_FOLDER = \"C:/Users/yuhao/Desktop/CUG_depth\"\n",
    "\n",
    "survey = ppp.Survey(Path(SURVEY_FOLDER))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Retrieve Velocity data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "vel_cube = survey.seismics['velocity']"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View Velocity cube section:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1084a2e8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_vel, ax_vel = plt.subplots()\n",
    "\n",
    "im = vel_cube.plot(ppp.InlineIndex(7400), ax_vel, kind='img', cm='gist_rainbow')\n",
    "fig_vel.colorbar(im)\n",
    "fig_vel.set(figwidth=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Caculate density using Gardner equation from velocity:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "den_cube = ppp.gardner_seis(\"den_from_vel\", vel_cube)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View 2D section of computed density cube:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xfcf2d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "fig_den, ax_den = plt.subplots()\n",
    "\n",
    "im = den_cube.plot(ppp.InlineIndex(7400), ax_den, kind='img', cm='gist_earth')\n",
    "fig_den.colorbar(im)\n",
    "fig_den.set(figwidth=8)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2. Calculation of Overburden Pressure"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "obp_cube = ppp.obp_seis(\"obp_new\", den_cube)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "View calculated OBP section:\n",
    "\n",
    "Here use a colormap defined in OpenDtect."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[None]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "iVBORw0KGgoAAAANSUhEUgAAAbgAAAEdCAYAAAB+G3LuAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAIABJREFUeJzsvX2sdstVH/ab55z32sYkTXGwsaEYl6AdpwhsLtggQYAEUmgrVKpWLQ42Do4NkqGtI24baGJKqyRViFLaYkIgAvtSihLaFETVNqoE5UNtAphEcC17AxWOUYDQtFHd2/ia63umf+w9M2ut+a0185xznnvee8+zpPc9z56P9TXra2bvZz8p54wznOEMZzjDGZ5vcLhrBs5whjOc4QxnOAWcE9wZznCGM5zheQnnBHeGM5zhDGd4XsI5wZ3hDGc4wxmel3BOcGc4wxnOcIbnJZwT3BnOcIYznOF5CecEd4YznOEMZ3hewjnBneEMAJZl+bUbzP0p0vZXb8ZRxfNxy7L87WVZfmpZlsevMf+zl2X5rFPx59D8xp3fn1yW5e8vy/LXRN/LlmX5JXH9N5Zl+bllWb4tajvDGa4D5wR3hjNscJM3HnRz13X9MzfAJ+GNAP63dV2/FMBTy7I8euT81wB4rW28Rf46WNf1e9d1/dJ1Xf8YgJ8F8P2i+68AeCEALMvy1QAO67p+IYBXLMvy6abtk5dl+fRT8XmG5z9c3jUDZzjDwwbLsnw7gAcAvhDA7wfwFeu6/u6ROH5qT0oUH4D/F8DjAD4RwK+s6/rNDqp/BOBbl2X5sXVd37bje5GduyzLCwC8G8CnAPinAP5tAH8ewFcDyMuyfO26rl/u8PfIPvcVAH4TwNcD+Damg2VZXgjg+9d1feOEDl4B4GXruv7Sfv2lAJ4E8Dv7kC8B8Lf2zz8F4IuwJePS9pM7/f9jROsMZ2Bw3sGd4QwcPn1d1y8B8N8A+OPLsnyvOHb7yWVZ/txgvt3VKXwA3oYtOX0Jtt3LZzIk67r+DwC+C8DfXpblu5ZlOThz3wbgH6zr+kUA/jsA/9K6rt8G4C8B+M9kciP8vVXg+1VsCc7y/Md2fp6aSW47vB3AXwOAZVkeYEu4/6HofzG2BA4AHwbwMgAfR9rOcIZrwXkHd4YzcCj3u/5PAA/Wdf3GW8T3CIAFwBcsy/IlAP4AgE8G8ISdtCzLHwLwPwH4bwH81wC+1pn7h/cxWNf1PQJFwvj49Y9gS4oA8PMAvhLA/014noZlWRKAL13X9T/am/4sgHet6/rhvQ/YdnMv2j9/PLaCm7Wd4QzXgrPxnOEMGyRz/f/dYO4Mvg8A+K79PtWfB/AhB/efBvBvrOuaAbwPwAucue8H8HkAsCzLty3L8pZ9/kew7ZQi/t4H4PP3z5+PLdEmwvMx8EUA/q64/jIAb98fyHnNsizfB+AX93EA8NkAfgPAe03bB2/AwxnuOZx3cGc4wwbZ+Xzs3Bl8GduDF+9eluXrAfw/AN7g4P4vAPzwsixv3sd9DbbC9AfN3O8H8PieQP4JgD+5z/9fAPytZVneAOBb13X9OcLT39h5+WlsyfIvYLsH18ER9+D+ZQA/Uy7Wdf1igeMn13V927Isvw/Az+z36r4CLcmytjOc4WhI55/LOcMZznBXsCzLPwfgywH8THmQh7Wd4QzXgXOCO8MZznCGMzwv4XwP7gxnOMMZzvC8hPM9uOcQLMvyo9i+KPvt2G6+/wC2eybvwfZI9VuxfYm2Xq/r+uE7YfY5DsuyvB5Nz+8G8B1wdGyvzzq/Hhid/wiAb8XZzs9wAzgnuOcILMvyZQA+F9uTZY+t6/q+vf07ATyG7em6NwF4pbn+7jth+LkPr8Gu5wkdn3V+OyB1/g042/kZbgjnI8rnACzLcgngzdi+l/TVAP7Msiz//bIsnwzg5eu6PgHgVwC8CsAnmeszXA9eC+Ady7L8GIDXDHR81vntgNT55+Js52e4IZwT3HMDvgnAfwXgCltV+xZsb6h4M7bvOQHABbYvxj4lrtn3n84wB9+yruufxqbnL9nbmI7POr89KDr/iwD+4dnOz3BTOB9RPjfgNQA+FcAXAPh3Abxk//cMgCf2F/C+ANt9iifF9W/eDbvPC3gDgO8D8AkA3hno+Kzz24Oi85egfRH9bOdnuDacE9xzANZ1fTMALMvyTgD/436E8zEA3wDgaQDvwlbVvg3AR831Ga4HTwk9vwPbrsLT8VnntwNS5z9+tvMz3BTO34M7wxnOcIYzPC/hfA/uDGc4wxnO8LyEc4I7wxnOcIYzPC/h1u/BLcvyUpy/gHmGM5zhDGe4YzjFQyaP4fwFzDOc4QxnOMMdwykS3Cet6/rEsiyPwP8JkDOc4QxnOMMZhrAsy5cD+GZsXx15C444ITxFght+AfO9733v+dHNM5zhDGd4iODRRx9lP9x7I/iJn/iJ/IpXvGJ2+D989NFHP420f+O6rl+1LMu/CuC3AXwWtneRDk8IT5Hgnpj5AuZvvf7zkPbfXMxIw88elDF5/15oNN6Osfgt7WPwHcPr6HMBy5ttL/Ne8u7H8U/e/HUdfSafh2MWmL6P0ZUEprdZnR6re8v7TXX/knc/jv/rzW86it6xOmN4JHi2613bucfojfHN9DmSwfJyjH0WnV9nvS2t2XEzuvdwlnHXsVVLX+L0eIzmjXC8/O/94jRPx8ArXvEKvO51c79Z+/M//3df6XSlZVlehO2VbFf7u0qnTghPkeB+EBNfwHwk8R88ztj2oZ7z9AuUa882to3rF5j9sLJ3HSc+zUMbPzLC9hdipKbbHELzbtvL5wSrT1AcZURy5LSyMmh8a93myomm4eveo9/rlPHGxnm6t7TyPoLx2XDIfrYmwANS73IemDw9f77uuT7smFj+0Y+OR3yMPo9o63nWDuPkq3W/6TwuehrucWxgcmhuYt2PYkMfvwBiNhRfT5fHhmLP3jzZP9L9KeBw8eCmKL4T2y/W/3Fs7+MFJl/RdusJbj8THf2cPS4OXvWng9Cco/qGYQPW9onvXiJjbbz0ATFKGLJdGqcXvCM5PDoJmz6lbNpZ+0TgV5NxJVjo9Yk6KkZ8x+95iSrT3tl9p+ZVu7/mfKfl8ZEAXB5sy3G7qn5ebBPRus3SmsNn1/s4WuN5ffHj7XLk52LnsQ57GPmo7uc+wnQl7ZvL1RKal4xmdD9eJ74T5oWir/tTweFwszSzruv/vizLiwH8EoBnjnlF2529quuBVX5KQM7ir+7u+iXYtg4XmQMUy3OuB/jqkAFPsk/K1PUHlWJqjtTJCVnZ2jGe7I7uKYgxAMVd1ZYEfU/3KcU8dvpi26SBfB2vsk/wKOVTn3sdW92nBFwmIoeH29Wxp3fGTw5swaDqrtm8wDdC3uw8oq+Rv3X8+IWMRP3AyiX5sTopk4jPUJEA5GLTaQ/8+9x6vfPMiiJdHDXENoGW0475kw0/NsQnXDz5e4n5VHDx4IW3geYtAL4O27236Ve03V2CO6B3knL8cJCJRDhAkuN2KDgOAldxAvnXBkqFszZu18wJLL4sxlr6Vh6JU4618rBA37UZXCiOb4oDSs9JJEynZa4tOCBpM/2lWPeF5sHDI3WZO1krfikD032hwZI70+MoAZk5W1HhrZ1B4fJJwOOJJQ5L266FoifmebqPktO0PAPdS9v39KVkajx1OrdjLS43NhCdSl+Wtmh9ydItItvYwHRi40qxJyMnhSg2qLnWlh1Zn8VXNB4ONz6ixLquX7N//D1MnBAWuMMEx5yyQDGsCUQ2MAIkeZAAxhxB0rd9Klldg1c2pwMb3O1Y0SZwbo7PxqZ+HnVkwgedGwTxTs7RvAiPJ8d+bdc5lAN6vg1mlYdRAtK6rzqXO/AhH/tlGNSY7htdiiPyI1bceLovgc/6RuHRSwChzEb3XqGq+DA+BwCHpHVOcRJ5Ci9dbGDyBnqU+CR/YWzw8DgxJdJ9FBum5DC2PhNbbwluekR5E7gzygcvoDBHVBWY+czmWbxTAT3oc3dnBrd71EYCfHisKT9HQVdMZTqSwUDhGgVz9PqY3oUQJ81MXzbpzCQX8HVmule4YWjapElkntjNlAMGOt7qXfJik3/EB5VHyu2yZ3CZZOfhY/MZ3wdHvk529DQ7Gna+L0fVucTp0Zf4aWyYSbJtQILV1aaH5MWGCG8Xo1DDnW6z8YDzpnaDVuYIdhxX45HXhsPFPUxwDw6ANIYsDcmsS06yzatqM/JB48ipGB83utbPr8VIILX+wqvGbZ1TysZlKgMSdTgdVBhvpe3p1I5uGm+Frle59bovY9taNHlTLviZLL1efN03uTo6h349LL5Ob57uCwjbKDQqzoOVW+PeaHLdP52sDWsequ4pf+jkiXRfRekSTftsddXk4jbFdC+vJS9cB8b3dl3RvoO/vkUHmodmY1KWpxNweWFwRbo3PEjc3JcNXweje6VDrdPYB8ToVKYLvYhE3ene0NGf29i044bwO4nfix1FVydNcPdxB3d5YSsMG5Sg+6buX0BUNrLSKv2m8umqVlKZWh4PCuEET4SPgkvybcd3nxm9De/HsOuz8A0IPlMvC5Or0KBHX5kcjxhZmF483ctgoXRg8UBUrftwucYTBWp/hGjtI7Xqt9CT/BTaRvcfg3iKklbLuT95kPitrLICZ0d0laeAntxSMpsb6d7uLpIYIK/ZjimkRxJzxQHdX/sEzp2nj0Hegytr4+nC8gLo9Za0hd6U7mZ1v48d+YDkza7xSPeWdreLE33urRohQxVv63uaSHRbcAtfE7g23FmCu0hN57L66atHXTnZsbo6MZXNgeOwFZ8GEuAIP3JXw2RgOxgPh5Yb1QBtFbk1pm5+KvpU/PRzVEVapHX5tQHEcRKg9id7FFT7pC4FXtnfJQA0PDRImmCpEoPE5QS77rMtDAgI+T4K+eQqkckek9njSHbM5OoevUxWvzbwesl1pHtFH62dPaghYuu07iU9+7mqQdARNLTO62Cue1ZMMfthCYvpVsoU9ktdGPlIceoWAVL3Vs+l3bXVXXamB0f3H3Ew3Qbcyx1cuVlcv0uV9hCTzKOrtdjYg75jqOF3uoKYNQ8NV6Wl6PZ8tWOGTHFAyJ1EWyen4iIJu9zGpLR/0TsZPUHzCohHnYnuk5BHfU8mGb7QcDXcTWa2flP6NON7/BaDr3tGW38XSdtcL59Dr6lPfQ/OylSLrJSUzqS8qi/QPdcnmZf0/GPmSl6776slgk/4pV67WPdlRKhnk/SkfV4eZnx9IokV3CVhsRMNWVwpmYLrbjeb+zab9GyBIGm6900N7jK29FN9oBUnzyLc0tcErgV3mOCIQVXnKlctWNeg5GKMX4Mz/vIuunb/C6QxDitVovRJ4gtwSayWbgJwSZIbx+ld6795x6R1b7/oCrVW3ndqRl9aLXj67/Qw/Pya0fTXrdd9//0lhqPxXXTu0WRfILd0pHyWP6l7qwP7navGN19DYE73PR6YMY0vX96R7vs+tu6FZz2q6Hzst926Jd9+SvK0fbLd/74bkdMWDg4eQBe2ySYjNVfQUUajk2lGEpsER0esiDwh3MbXBK4Ld/yQSQ/WKW2PHusFDh5o2LXHwUxAjRy+51nz2aRkHPhOxGRLEA88KF301/MGbb+Q2qRIZowNxD2vml8vcRSd6J2Wh0P2+ckxrPaJvKwY6eWB0LkJiIGeCs5WxPk2yHSv9a3x9evE+2Pdj3wCHW05wsru6X7Egy5AGkidSzmZ7q1tlPnMJm2fnW/5nimWx0Ub99UeuA1GPt5j4MWWlOuUcH+PKAl4xu2PbVctQOn29inenem2/g0EFo/llQV5zjUqr94Yf4fZV9wJVp9xQpwBPykGVXBHg+nMl6vIAzJfjmtr7OteBqlR9d0HPS9QSBk3nfc4e/qyZWSDtj3aRVppe27155Hu+6A+8gk7RuLjui/9ve33ib+33V7nvu5nYoOWXq4/unESj18w9Ql3Jo6wYsazj/5EwCvYWcL2dH9KuMdfE+hBV2K2Co13dbY60n29E/jVpcQ+Ourq23uaLKiOkmFc3UueUtr0OdbRvCFLJ2cBy8owq3uWCHXA0vPiJMQ4lvzYoOIlMLs+XkIQR5RJ75qZ7bDCog82cbK3/iCDlD4N8PVe+ke6LzQtln5nq/mJZO91Hx1RRomf69zy2NOXbZwPvsviicTqfiY28DXUPgHEumc0+s99QaJ5inR/OriXR5QX4gEM38ly98lLCuOF8qsuv52Pibf8/WwW+L0qF3XOiDbE2HZvwlaDvfPaoOftcnQyLjP8XZPvRFynDI8XlPq+ke7nK1ptUaOCJdXZ/T04JqefJPsk7em+1wELXLZQYAk01r3FY8d4hUG/g/B1z9eN+QYqZ7L4Kfea52zM0ubjvWJpRvcWmD4sHu2DrS3WPY8NMycCkru53f/twv08ojz0TmyrXkAuVl9x6irLr2Bvo0Lxj2pGfI1w9EEG+ygWgIHmLHU3AeDy0PMjZ3gJVOseaHqMEhY6Pu3Yke6ZLvrxc0nMP7Lyq2uAB22mbwlJ/GX3gwpdxgML8rMVd38C4NkjuuuZuZrXfpy/42H3A33dt0++nnudNfvUOziocZbXKDZo/JGfHnvNdQ+js56+r/vS7scGbmtWHw17bOO3Dff2iNKvjuxn3xCYsXhONg6AvmFEiYPzw4OBpdbL4B1t+ceP7ejGGjLqnD5AcR684DCuun1ni/BafP2OaqaAGNtET6k/MmV8w+lrOme2ubVKPTccur/JOdJRLFOPr587o3u7AyzY7K7C2locvC0c44NinZL/kAnXFY8NVseezfX4fN1LvguWKLmOC2SLh8eGfjfIk6OkfJuF/wxcXL7oWaHD4M4SXLrwAqQfHGfAT1ANL69E++vrJEgLo92cxRPRj/RS9OnJP5KrtEv5WDLxZLF6Geme6YCtx0h3I/ACQh8ccqXH+KFrfQG371hbsjx5/RE9K0dkPyO6dl6kC8/GveLkGFktT/lC45rRPZPZtjF6s7pncyK/l342o/voM8MT6V3O8WjeNtzLHdwxlOWC2etRQogWcJRAJIxo2TE2aRwDnpO4iSYB+ZI7PAvoI37c4CIcngWLYxzcC3oez4w3htfOt7x6a3hUkEXayuXL66/5jE16umJ2MJIrwhfxM+LX9s/qPipo3QSWgHQZ26ZNHjP8W7v1ksfIpmflZEluFmZ9gxUTozU5FdzLe3CWMluw0c6BVS+lPcI7s6jRHC8Qe2NGMliwPEcBzQZbiXPWoCN6kdxyrhdoWSL0+lgCZnww+iPdM/xMTimPhy8h16JC4o7kZTxEu4eo/Tp4JUS+xgKjt0PwgK1JVLTZua7sRueMd8YDW0vv72hNLF071osNHp5RUmK2HfkzK0JtvPB0fyq4twnumKQwk5TsnMgwZ4KFN89WYLM8jeh77Uyu0l4cP13GDxaMaHlVqRe4vbkj3Uf8RU54Ewf1ZPP4jdam0jS7CY+WR8Mby8bPFBEzCX6ke6bPCO9MwTayqxkdCGRU5x4t1jdrW3Kep/tZuST+mSTM5Ililo0HbCwrMGZi6m3AvXzZMi7GxzHA2KmiYCphJqF4C8+MzwafGUe21XAUWG0lx2SRwTZf6CqROe0oKbG+KGB5VboFNsbD4yUwLwCMnNmCV/2Ogkc3btc5WycvSM4ElNE6MP4Z/mhtvHGzAS+SZ6T7kS0w2USj0rnlx44f2Yfly45nviRxe4lpFFe8NYwgig1Mp14cteOejSR3L3dw5Z6RXXxP4VG/lyjkAnsO7vLnOAHDO+2gQf+oKh5Wy5d9WxSEZiu5YxK0lYvp3soz4mWGNwuWV9bPcLCgEAVzez8own3dZBzp6hiI8BybrKJkOtI948fS8goeADRijRLlKImz2DCjKxYDbNJj8xmdSKZjYoOlP6MTrzC9LbhpgluW5fUA/j0ALwbwzQD+OoAPA3jruq4fjuYeRXkn9O0APgjg3QC+oxAC8EIA75klXIJD5DxRhWLnRtXXTKBj+BhPzHgt/xEOLzEyA7WB37bXeeToxnMyS8uCxxelS+hNJwfDA3P4yDaO0b2lOwpolh7V/X7fk+HxeDgm2co+7++MXIzWCN+o8PGCbERbtrMgb2kz3TM79/DMxAY21soe6SpKFCM/Yp8ZfUt7phDw/MJLsKeGywc3/prAnwTwdgCfBeDvA/ij2PLNmwB8d0j7SEKvAfDYuq7vW5blOwE8BuAFO6FXmuuQcNnBAfHZ9yhIsMBkx0WONUpknrGVMcwhGUTBPqqmonbp+FKftv+YROHxz3ge0Yn4l3OjNZ0JBiPd2/GWry6Qol/nTiaT4Lx5kr+Rzjz+Z2w8smVPhtnCz+M72ll4MrA2ayOufe46P4bvkd6icTM4ZmMDo8tg5Kve2Ghe1D/r7zeBdLi4KYq/gy2fvBDA/7znn0cAvGE08dgE91oAn7csyx8E8OJ1XR8ThF66rusTs4QL5VHQn3Eiz7lHAYvh94xc4rGBMqqCZuSIgnmU8KTje5WtTdRRlcl4ljTZZzt2pHumPyZfxBMLiiMZJO5jiifWn9F2cFHwj+T3ZGW6j/ge2Z7FEene9lueI7uIknikA6+QpLLsOme4mU8zeUZ+aGFkMzOxIVpzj28Pp8QxKixt8WZjwDGJ9yZwiH5EeA4+H8DfxHZE+Rf2tov9OoRjE9y3rOv65H5U+XOC0McDeOoYwh94x3uOJH0GD5562avw/nc8ftds3Cs46/zZh7POn5twODhv1p+HzwTwnwL4/QC+Z1mWz8G2m/vN0cRjE9wbAHwfgE8A8M5lWR7FdiT5IQBPiush4Vd/z5vcHYQHs+Nnj05GxzrXpX/T8VE1Wtrl9Qfe/h68+nve5NIe4Y149o5IRnLN7rhndtvHrNEIjrENyYu9fv/bH8cf/p6vc3XI5JBwjO6jHYnXNjPW211E+DwZZnYDEb2ZuR94+3tcnc/yMbKnaEc2a9Mj3iR/s/Y9ExtGu0vZZq9/6S/9Qsj7TeAWdnDvBvC/ArgC8FUA3oFtU/W20cRjE9xTy7L8GICP7UT+oiD0UQDvmiXsUb5uAJJgj2CYYx5ztFXmjAzxWCePxs0cI9U+cT+o6zO4oiMtOcYLjDPHVLLdC4qjZMuOVzx9WHxemzyamUnyTFd1jjgWtnRY0GH02NFTdEzl8jIAL4jP8CTbjgnKke4ZTBVd5B7cjO4tHcY385uRHUicM0nT+s9MoeLZg5XFszmPZ4bvVHBIN0tw67r+OIAfF00/Ozv3qAS3ruvjAOQZwRvNEHvtgn0oQvURw7MwqkztmMhwZwLRDJ2ZxBYlmYh26Hz7QyYeDyP52Fjr8J6TsSDAAjeTVcrH5rHAymgzGowvL+naAMTwdGuStA0zvXr0PPB0z2xuxK937fE1KjgYr2X8Mbr38Hhz1bzBveaRv3t8RzqMdG/b2LxR/Dpm/OzaHpNQnw24vLzxEeX1ad8Z5eDBGuvkLMiwOeyaVY7WuNjfKNDNVs6ek0RJzo73HKAL7Bf9fDc4D+hGY0bVJAsIFt9sEI+cl/V7fHnBbxQYh7q/8B84snhGQdQbF/Fh6UTrHvXLdpZgPJv3AmakX08OpjOrJwDUzq3uRnx6dhX5OONZ2rc3b0Sb6qX8VmY2a5j2Mdn4XNrayt9qQpn4px37LMAt3IO7Ntzdrwk4xzu1fxBovUpvVDFFY7z+KEBbGTzcnpy2zwsGXpDcJ3bfyfIqSybXrG4i2SLZZ9pG6+fpeKR7ZkMjGS1/1BbFrtnTr6VnE75d25FdssQxstVRUrR4mQ4sv5YHi8fjhfHFxrs6MHbOeFJ9IlGU6xLcZbuSdR8T6UiOKbjKcNnvJRHWLulbnss1k68kNJn4ZILrZLVjnwW4hXtw14aH5h0qLCDPOrud742116xyZnRZwrC8erRYm7ezsWMsL241SBxf9s8mj4hXVqHOJMjZ6t2O99aG8eXRitqixBftokQDPS6LdjpsPcIATRJNVPhF/mLnj3zL2ijTM7UlEbw9GlEC6xJDigs5j7bsz/IeUG5JqAT6KIlY3F5CK9eyXyZAm2TlWMtzwWf5trzYpFvHVBb8RPpswk3vwd0E7u5VXQ/8hR/OHRiJBFlRdeNFpRNVPZ7jSPzHyKICNeGt4GJ4KG4RbNUxRe6PJCwNOUc5CeFNOlVUBVvddPJlPzhl6wwkIFn9MVlYvye7CibFFsjy2cCLy56+t7YUkuHL0X0bnrt5I/uwO4pI95Y3lQACMbykxnQfHo8VvctdRjK7jwccp6Vt6YftIiF4PHq6j2JDuWa2y3xL6kHqntkuPZbMY5t7No8mC9zPHVw5SzfBpQtw6A3UHhMAPDmUz8roUm/YNsHZiigK6iygescSVC7jzG0CaKClVSkAXPTJTI6XwUPSsIGdnfHbz5IOqxKndG91gUHAFnNZolJjxWcbUFgwkUHf2qK7I0jYHjIZ0A+Pq0wg83TPdMXGjIJutKPyikCWfEfyRboPEyw7PrM+cMET0EwxVmSyu6SpIlLoiv2dSaZeIUCLAhjdO7GBHZ1GRfNUcXPLkO5jgksXjsGX04gjqxD3+K4jjC5x0fETyYUZjBeomREz2aMAWWjasWU3wYyd4ao85F4HMrGzpFx48JK9bTNKoDtkq6MwQcNfW6/wUUENfRIfJQav4q+/ou4E1Hq0JgKSZzuR7r3E4+kvOjoc6b7IN9qR2d1WkXekeyufHD9VjFzq9VO6T+joePqwCaLDRfRX+I10z3aVsniJfKrwRYucIDbINjtP8RXo/pRwLx8ywQO4FduoCmZByatA7XV3ZIM+YM/g2i7mKlmPf2lb1jGjSpHtjPDACUAER5lDbzaLgDXrRPWjOOrxdM9kCXEH42Z3EVHijeg2lfBgWo4oPZp21xLtOo7RvacjOc/KG+r+QIKvsU2WuArPx+p+tGvwCjUkqKN4iZf51oxdeDqd0f0oNjC8UfHJ5rJ2z5+PLR6fLbi8uI8J7pIbCqvCqcGLCowlkAKyTx0F7tVnt0tyqm1apbPAJebawOkF9kKD8RzRr2MSunuaXuXt7TbcIE8SpbsbSL4cXjJluzKmH2934Ol+n8RlMjxY3qLgWfsTkB/hx2ld0MpajjrcCUJMP+ozFcNy/8sjAAAgAElEQVRPfs6EOGAa3HbnIX3J3i/y1tXyN+MHO7HGM/lZKCmP9TsvNli7svyw5EEECWODlcstTvO4uJI6Yb6nYuQhdWsSFSl2bW8b7vc9ODRDjB4iAPTOxFaHrDqun2GcJ0iOrL97okzwEQV7FWzRG+Oo2pLVqHcUWmilQ+8gMuB4CYwdodhqlTmT1a/ViexjMloddc4mAiRbI28nXvUR7IC8eWwX4OkMCZsNi0Dm7SYlTwy8OaygY3OLDNbWPPsq/FjdR/zQHaOwy0h+b9cwOoKztll1Dn89PT3QwutAdtCM7yDBjWJDpTkoojreBjpjO1VPr8OnKU+cf+5ngnuEL6a3WJFDRcnKC2IWv3eMwAK8vefAdoMVnxPYIgdlfNt51pnzA38ulSEIqh04OzN53emE8OGt8+gYke3gbUFidR/Z0SjZd1W2kbsGrkt0iXhXQk+PBElVOXtVPCnGOrzwA2jBfYzupe26BYpJkHXOwfCS/CSo0cX+Wfl5Qb8+ke6j2EALF/R26+ne86uNDf9kRvHcqZXrPooNkX9b34h0fyq4t18TUAEa2iEBvZDsSMI6tVxobzc4qmxtRcxwVHoObe2TTsJKWma7g2IO0AXYPbHiAOCRRpfSJBUyc0aqI1vti2DNdhDX0n1RRe7Hs+Ax1H3qdTpTSERHpUr3u87Zd6nkeHq8Tui6OhK67o4KvaQI0j5KVuA2WPgaHeVZux3pPkq4Uh+K34T6cJprq45uWWywOpd0in7ZfNkXxQarN8+PopjDdGl3b96a2oec2CkNS3i3DffzIZNyvEMqDOvQ0Ra7M9B9TaPdiRd4WWUoIXLOyFCoEXpym4DGZGY8liNKjx96TyH1emJHIHYXsRFCN87dYXl4gW7dZIKSjln0J+nPVqUdbTPfBbIWCu+B69fDO9oherrvdkRBILdAg7+j+9HO5jqyeQme2qOjD8mn/GpG5M/ysxcb2iTDg7BFm/i8xJBT2mREimOI6Wd6su2q+HfGF7zlb7SGp96xWbifR5QX2AymehtUUCugjDeThU6+sSdk5JzqmIIjJdFu6Hb9Zh6jIWkx/pRBObbFHMHr68YkdCup9ObgGhm650QR70ofZrznfHL8iM+IFuOJBZyaMAd6DfVTgu1EUJN8zAYXT7ZjA1UU6GQbC6IRPmYLo2Ae7TaVzk0cUDjM22Osn1b+iL8yXnJOOg5tjDecHh8mLkWxwePNS2oWbIyUcaaja+JnGSt1ZHGzuHWbcD8TXKHsVG/K30QScpOPDDTkiEEFmHI0AJ3M6kLLSs06ssRt8FgDLs5jjc6VN5PPgqZKyqUr5ZrgCh9lbO23uDw6EMFdOnjRSSkYSmPSzq3knND9hiJ3Tit5UDRlZQ2x5p7uJSQ9z5O1OzZOGq/Sx4N2rXBJ/Za5LDEIuVWQN7r3EoDUAeuTc6d0H/Ej5CxrKfUjZR7q3tiNXXu51pIfJCBfaFk83at1c2ID9Re5Tilvu72BfpWcRReOz3o6szxEfmj9Wfq69dHOFwLdnwru5dcEbCXGKjdZsUhjk4sWBY5iWNWoZKLcjYgGCYhxJvExgy0gjVIG5W63KGRjR2s2OBXaCRwHym5C0FUVG5GX6l7KDz9ZKH1eQ/dV7jK2OKNxSpW8jNx21xHpXvInC5rufiLj1dN9KSpsIWGSmrWvOlfonu0irO4tX/ZICnqJKr9snKt7w0Oxf7P4nX3aZCfxW913eHPv+zZASzsPiwqWFAFY+7Q8WB3L9VIJyayNnGsTh+2T12pHLu1xoHu525IFtGc3tPCEHj97onATSPfxHly+cIwB6KoSuUC1QrEB3CyqHFd3UoKWNSjvyMHDHxkam89k6qo0g1fKIWl1xxJpKxi849UaLLJIcmTX0h3dQgd9u/uRFaMMet2u2CQLmfjU/RSTHGyylNAVJqZil6ACsJHLwy/pKBxy4KFPtFZnaq2Krok+mKw24Uq9VL0RW5IBXgbtoe4ZH4TXriCS/nGk7uXaCQVqW5BF1gVpJ74tcTGfYOOjY03vGDKKDVI2jw5Lgl0xLHiVOK2uR/7f6Q1E9yeAe3lEmR6Q6qlcs+qZjC1to0qFOp2Dy7Z5eOxnllwLrgTB3y6TV0F6DuVVaxUuez5ZRTmU1xQTdq4sDpgjRzrr+CZ2HzkgW2tP99E4m5RlVW+rba9SRkLdNbOA3PFr9EIDpqP7pgC9o2BHU5FtyWume0mH2Vq3yyB9s2tU+ulaSz8WyRti18zGhvbujIsKSKsTdmQdxQZV+Jl5rj4ndO/JyXhxk6LR/SnhpgluWZavAfBHsT27/C9gW8kPA3jruq4fjube6T04akxmgZkxquMQ9MZiF40ZrMU1qmhsMI8C2TA4CzkLL90YkqxdR0xAvuhl9gIO5UfQsTx7OFSSS3q85KMDkejZHLeoEUEmcvaCI+J3tIasgJHzkFqR5iWmmWQgdTR1RGlkY0UHC6ZKHzsOr5iIAmSUtDuZie5H9OxYJdNu5zMFGcMj5SnySz4KvuhEIyqGvDmMX6uPke5n/JjFPesnI92fAm76Pbh1XX8EwI8sy/JVAP4KgK8G8EIAbwLw3dHcOz2iBLQxASTYG4OT1akaJ8DbuvdMaLoqEATzWTD0dlw2cLPKTY5hAVzKXvBYx6/BtswhgcXiZEekVj+SVhlLEx/RA9NVGSdpsPscdmyUkD3ds/msSLLjapsT4OoRnffaKCF7wcNkj2yu0723e09tbMdLbv3Wrkp/pPsyxuPfk9GO7Wx+UOBYPpUOHjg4GeuTO2jWL2WLdB/ZO0suwx2rEgBq/Ki482JjlxwN76fexd3iEeW/DuAX1nV937IsjwB4w2jCnb+qyxqZTQieg6nAc8SuJGo/Zpy3I/OOC2ogswnbjgHHY/noqvOLXidu9c0qS6ALMjYwWhlGuyCmOy8pUgdXE6HGsIp2ZiczCopMx6wdCcgHf3dDd0/OmIqz8ODsVi0OZlNEoG6nJ2Vl/Ek+PF22CT3uSPdWl9SXqBi5s/MRzTA2eElFQuY+InU/ig1dEjExje0ogV73XmzoCmDHD7x4MqP7m8JtfNF7WZYFwK8DeNXedAHgxaN5D8fXBATMJB0b3OjNeOLQHo5RkGZzokovCvThkYCortgRljVmVX2Te3BytyLxSDqMRyWTGGcdxtsFlfkzO67KD1k3ujND78xWZ9a5veMgC2yXyvpqgfAgkNcpAtiOmulOdHQ8ujoh8njH+ZJPVgxJiI6Du+BNZBztYKLjy06mi4nCqiQvJzZY/K7dBUVVVLiNjrc7XoHOl+R8Oc7GBqtH+ddLjnbOqXdwl5e38hTlvwLg7wD4wmVZHgXwAgC/OaQ9g3lZljcC+AMA/iaA92C/wYftHNS9Dm8AmgTHtsvDyhgIDXtr0sZV55AK2TMEyRM7n2fHibOVercTQcAXemOu/F7w3YR3pFTmWf6kLlkis8kzWj9P997RlXJmluRlYhZjpFzeuniFiRckmeMrHAnqPrInk5cow6NBonsXr9gNWLBH5SPdy/XsWCJ8R0fSke5t4dXpFs7apFZUsEKBJVWp02o3G4I+hhibmlnTUWwoeKPCuPpHlGec2CBx0ULY0Ix0fyq4pXdRvn5d1/98WZZfA/AuAB8P4G2jScMEtyzLZwH4YgC/DOCx/d8LsN3ge+Xg2r8BeNnvTIoB2gWPqqCu+jBHAAoyqNFZx1DBlRxDNFJxQvaSsJLPJNpINtcQ92A7E6BdGt7O1zgWC1hRZUvlFrx4Y+2j5XZNZBEjdRM5um3zdlMSj7ujKDpHL1OnvwRqJx49q/tRIj/mb6T7aKcr6dt74qxQinZKkpaVhdGr7QnqIZNI93RnYmMDSXYsycwUUZEuWVFlC83RKcMxsUEmMWZrTPenhNu4B7eu67+z//0wgDfOzhsmuHVdf3lZlscBvBbAJ63r+oS4wffSwbULH/jU9zRjEk6i7CWZa9kuIQ/aGP6Jasmdbz979BnfVj6PP8tjIONTD16l9enBDG0mG+M94u9YfbHrCL+VacYeZsZaWZkMOzz14FV4/6c+Tohgfg09fTLdWxwD/rr2Gd17dniMHJ4Nzvpo4HtPPXgVPvDK9/jySl6O0Q2b542JdB+tCdNnZG92rG2f8fVIBxG9W4bnwvfgCodP7X8vsG0Ro+vwBuCrf/dN4dGdhKiykWPK3OjoyWsb9UdHjhFPHt+jnd8Ip/z8/pc9jlf/7ptceUY8ubsUw6tXjV9HN55Ms3RHPI/oeEdr0a5CXr//ZY/j1f+41/nM7ukYmLFVD+8Mzdk18vB68kZ0rqv7D3zSe/Dqf/ymIQ02N8Jb+iKeR/o41heOtYeZ2HAsf/L6vZ/6i0fhPAaeS28yeULc4PsQgCeD6/gGIDne8Y4J2AMaNkHQ40Xw4Bg9PeQZg4dz5j4ZPcbIbazFe8wN7P1D//0gcCfq7rlIHhIPNvZejkBGeRolJpZYvWMSL8HIoyavWLC4vcAj5WGy0HVJUPfgoiMnpZdEZCE6KvwyfTKeInmZ/jzdRwUZ0z07knXvewu9MrxKvwaPvO8ZHrER/2exwfLPnkId2Y6UZySnlYfZ74zuvXvqke/TmOHIcgp4rvweXAbwgwC+B+0G30ehb/jZ6zHl6hfHKVudsZuteJSklDSDo4vogYTKh3BsdT3Bv8XlBT+WIFUwTEB64N/HYPMkz0r3uV3LgBwma3CdMN17zsbuMViHV2Pk+hHd23s4NoEzHrzgRWUVRYUXKKIE6RU9ke6juUPcwRh7/2dvnJo7o09P9x6vbuCVhVz2E8KGpM2p14QHr/DyEsqIXxobRniELIpnKcs1YoMnXzT3FPDQH1Gu6/rTAH56v7Q3+EbXHC52Z2YLRNpZW0JWlVf39JOYM4OTVXFlTBdcYZJZBnW0YyoyucP05kp6KjFdxAY7g5vtJGeqPBYcZ45FZnhjOxTZXnTh8Ti6ea8FmSy0yvpfzlXcM1X2rO5nAvRMu722O3uVaAe8e7iP0r3BS4vPhPCdq1Yer0Bjuxv2UMgxumOx4RjfkTww3R8TG2hx5+n0WYBb+prA9WjfFeHyW1r1umzfnYRkxyrDdBKZTID2sx3vJTs7T8kQzPV2PDKJWrw2YVsaFp86orT6JFWl92iwdwwj57HjFA83yDGRmmeq6fAo0MpKZJsJQhKHGyBzrwMmc62oxXGZxaPV4fAn6HlBqXt6VeiO8mR46BLsQPdekrI7CG8HKnmI1tSzOUuv48l83zPSfSebKFYZeD583djA8MixdgyLeYzWLI9eXPH4OBUc0j1McOmRfjHybn5sQaKdWGRokXGxBbY7NkUvc7weP1GytoYbJWxLs5NrD7aWf08PzBG8nTC9N2FwdcnAVM3e7ssrYCpvg6M/idP2RTtkGfw9WrYq746FxHGZq2uSSO3O0+4Y2U5D8mptUX2dgiQ4eWRG8QSfiwxlru23gdnTgxwr+1gSkH0dr7udRwXkMbHB482OjYrVqBhj+on8KSqGpSxRbPD8e1b3p4CH/ojyFJAV5aLwzStzbQWwt7f+TE2q4bHtElsSeKDMgNO1ODkPWdGBmWf513Rz7TezRWBqfAk6ckICcCmN1vJrk7jlk/PQRicjr5RLyio/R7pPCpPl1dMz56vNsxrekm2TXCUHswuyScmO3woJocUE4AHTtf7LbNnKMZZR0ijtOohZH7I2p3kAfN2PeNDj2/pz+X05k5lvceee31TihufnjHYpuAI9J2azln9P9x7fkqbn/wO+qO6ZL9t1ZrYnwdP9aeB+JjhcquqWnTd7fwH0uwag6xsdXw15nLiv0WhfUb628Qf3ryezLN7kONnRxibkw0WoIy3Xgepe6rDNvyo9exuQ9oCh5bcyl3EQ83yXk/jYvR+u+8Lz9vdK9MnPmczPgicv4DC9KAkuTACvPBfeCg+xLcb3s/rSws5HF8p6PXN8PV45vvFk+fd8oHwufdvnyB8LaDs1R3EDO9/G9L7UyzHy4eabjI/SxvxqhNef27f1PB+ozP18rmuP34rhiJh4HbiXCS4dLrairBx9bL6wLcZBVl9568v7oLJ4h9yKNVGRpIp0m6eOCcqcaR53fsr8UtknUUXV7cGGu86pDp7RjqCbPEoGCD0c0PHInrLd1CGOPNIlcuUnu/MULfO34ZYOdlHb0q5ThkvPQa97lmjNcYvEz+m0ta1Hs6KiljQ72Y1NSF49XpD48c0mT0LGA72/2nHLtSk2mQxDabdbqxvGm+WP6UeOoUduZI3ZUVrlKulx4bontPmJ7DmE7l0chm91DFn1mpDShcLZcLWDOKW7RGKD2YlXvop5Ff+UCQK5bpTUmCA2dDZfTLbIZ2JGmVP1Uu9L7tNlbBDi6/ak4kCho+zMyIBzgrt9yHigjUtC0p/zbgR1oVM/rhmFxlk/toKyVv4KF/x2aZgSb90B5GL5emwxPBkwdUbLCrF0jOjemL4HAWQcgKSDrXQAG/i8exLtvL6HFiZ4QAQLqowZMyKL/2HktTyyAG6P4Rjv3n0LzVPD02uc6T4hpQckmcgQ1tPvNaDHePxbftkaJocWX+9e98nM8fhp833ZLR7GR09R4+/XJyGnRypfM/SBPml6RUX9k4w9JqAUsEh2fK+jupOVJxE2EUp2YeLQPs62AUA65JZYU+piYdVAYVe019goY2DSfJwCLi8uTksgon1XhFNqpG1SKm1tbD/OS0a0ss3F6NoY2eb9tWN7GfSYjVjPr0yy1eiKD7FxaP092d251f0jYHu8jCQsWa2ae1KArlQTabPj2kMHGo/nI9ERtKWnHoioiPvjSkuXH7e06rtcbRWzc2yYxc4rOL5J2I6BtsB3qeaVfiu7lYo/fKL7NM1+bpWbHrNpfUHgjHTP1sbjl/HM5ASY7vv5bQOibazHf6lsoum+aH5P27KONPRKsK/9pvawsaC2o/mpN6bSSvpvQVBw5FLbSvwkDtDYsM9LZozHA9WF6MtG/tuGdD93cBvplMxC7BVFf/+mzOsXyktSmh4gn1a1yan0WcOUPDF+6vVBV0VyXjVSxpOVX7Qxw7RyFy9Jh8suOUv6EPJbOlYmpcOsq9guiMkqOqEd5whGZQKo+AWm2rczYHdnXXVrdqPqqNbs8GCPGZPYuSTRI6oQ72hX8r9NeCBkIbuW1LdLee0xoNQN3+W0ueroyfDMdgNynKd7u07s2FjtwiqaVJNOOXara2l1GQRiC2ptCu10qeJD84F2zezY/nWPS4XvKF+C9p/q7zOxgSU76FgmY5CcNxsbWoHQ42K0R+23CffziDJdICXgSi6UCNrKUNK+gGIxayW0t1/ti3plEgvQFvuKGHvpl3woZxBzJZ9XZkzhwxp9bS9y58Z3+Sv5kA6rZAQ65yl85JSQt296Kz0p+gTvjEzKCQ1uRQNmnnHAK8F7txM3652h9QSBz/LfjTE4ip4s3SujS0uvk7ErmhKucFn1JfUkdcLo2MAmZZJ8sILtiujJ0pa0lPwY617agORL4utsUto/Gk7lB3Ic1acA6/8ofp2AdNHrQMqfel5sbJDJAHKM4FfaVqd742eeHyl+iIwWp9K9jBFFd15sYP5ero3ea9uzmHOeK6/qulUoR5Rd5QS+ALMVWLTzoTsU+J+9qtjiYu3eblIFD8In+9xVayTYZvG9C4+ux7s9ji0woyN5PaMvRpcBm2/1MNK951dS/x4uO7aXPQHQNuzJwXYVHm5Jd6TjGdpeW6R7u9aenqJAGemzyDE6oZBztg8JSJfuOA+OiQ0jniP89jrazVk9eH42G4+605tgzEj3tw33cgeHdDk8KlPDneRU5shxXp8dw44B7DEe48GjK9vtkafF48kw40TKQPcHWeQRpRzv6ZPpfkjHjLG7rkg/DL+kYY9nVJ8TXBlOtoZdgEv6s4VRcdB0cknpUJ0TGxsVAd7OntGMIArqVvczPKkxQQCX8z1aalcySpgZyLh0bYXhiGKDHB/x6+m+48/gjW5RMN+KEiXrl/x78THyYSVXUPDcFA7PoV8TuD1Il341SBaWLRoLQtFObzRn6MyGJ2WAJIBZfiTNIucxfCoe5BxR2dpEE1VxEY9dtceCK3FML3GG1Su5X9DJaPhUScwpUMI3BCV0azyzE630hM69+TUQikDXHdsFtl4+Zxi5SKCOgOnQKyyYrXZJQ/YJGomsg4XIPmnhJHEVnU/6sDdmdlfEbC3SfVQ0RkWG5a1rJ2vk8WxtTNIPY8NJE9wRxnrLcHcJDn31KysjWyWxhMOCk5zr4bbjo+RiDS9qj2hEPI+qcS/RN3oJwCWdH1XFI7yjoBFVy5HuGW+s0o7WNPpccEganixRn+VJyZu3Y2FaDAj6LIHN6IEly8iWmKzeOI8ma/f0NfI3xo9n91YvPv2EcmuD4Y7s2dNvpAtmh1JPkpbtm4khx/AU+fAw4WFe96eAy4t7uIPL9Qub259yI7hUGrJ6rzdxD/3N4DLWq45Le6le1IMJLNgIfPJ4osyXBlVuWlt8GW2+5L3wJeUrclfahb7hqdBQfJe/z6SmzzJH6En5VdJ0ihzqRrR0PBYohbz2wRQ5bqj71HRV6KTU64HtCIouXN0LHXXyGWC2INef6h4JOFz4unP4p2tB1sTqHoQHy7fCRdrVZ0f3ikfGn8DlPXQh5zPdKx6ytg2wcYKwjBszumexoUDHvxyPZl+u7gUdFhukX3T2YNYn0j1tN9duEjTzPd2fEm5jB7csy2cC+FoAfxXAewB8GMBb13X9cDTvTo8o1aUMHPVjNn3OIqIYk36jgMXbFjfX8duY3CodeRxQx2t80c7G8hlWRwMcjCc+PgX67Ks4j1ePRw+ndEp2NGidWOoymwBQ5hZfUxWnSZy2ncmjKtRBAentUG2f3U2UY3avMpeQnfaYsX0u0ZXFa/VuiwxVQDi6ZwWfB17S6HRBdM90Gq2BaFF2Pqt7b0fH2iuZCd3bsXRHaZKJx+Mxupe8TsUZScbT/RUdfitwS/fg/mMAbwHw5wA8hu1Htd8E4LujSXf6JhP7lgpgTzbBnU/2Voboe0fh94sSuv6847bjLZ0yztLxeKyQWh+VJXhfJjsWaQZ76Y5leLwEKD93wZDSJQECvUOzAMOO1Cy/o4IikoWNtfxGehjpyHuK0jvyivoj3Ue6YvgtsMKE4Yv4sXx7sniBNrbd2L40Da3ziB+PJ49fuybH2GmUQJncDOesjiyMCtgZvKeEm+7glmX5NwH8EWw/uJ3XdX1iWZZHALxhNPcOd3CPACRBeK8a0q+m0oksmb8MD6Nh8QD6S8QJnHYZU/5PgorE4/Efypz4l49LH3vV0OZNlyphlgS91/iKO6RccXc7JFJsZaDbHdgdQeGXVbv22gYJiTOLdraD9XDYvpzjsdEO0NtZK9muNp1LPhWN1Ou2yKbkc3RW+TRzvGDdBc3Bk3lM993O5TDmu441cnv0JF7vdKDgkX15Z6I8uVr14+jeo291QV8fVu0whzhoAS3eQQqBowyy4zfymo7FM4wNyRTuco6DF7b/mV4/twW38D24NwD4SgBPAvjRve0CwItHE+8wwV20c2H7yiH25mv7NnDRx98KLt/MkKqj1n5Ci736CACyeOVRvS7vmmuDXFzIqeGoAzTerr8McnjRvCdk+eozwVMWyazHXOYWB9LpvrR1/CVNAwehn6JvAPLNJ033+7XNz6widp4ei3YWMmBH1a6UgQZ7Ml4mI4jjMslHKQa8pK7wioAcJdRs2iQONzEE40a6p/xC64nx2RJX89EiZgaqrZRSTxVcUgDrV1WehO0dttoWy7gMbPiLHRofVLQifxUyQ/ie6pexwF4H8UxRsDFECCVp97FBxIMiu8e7kbeOZzKdCG7hVV3/FMA/wnYs+eiyLJ8D4IUAfnM08W6PKL3qygnIdtsPiGBSHDWbt5pvjWLnB9BfJKgOql/9pF9J1KogyWvBpd5huOO2R6EVT626CH5bjVl+hI5yibx40M2Vr3WSc/WOMUisZbea/B2pWqs9acjxuba3VNfzRvhMwJW4zvs66rlNzivBiKxSu58ikTq1NUfWn9Ou2u4IZw+2V/lC75zQ/kZhw/J0Ba3fwmeTu61dGat2GkV/pcJPRTvoxkW6pzwM+KxjU3GihreddrQxklcplydvu95b02Xd19h53RzxijLpL3K8fX1a5ytmdyR1r18Bh46WYJzqWPIw0r2db32Fngg5PDHdnxJu4SGT7wXwQwB+H4B/DcA7AHw8gLeNJt7hz+XoL3rrTnMZVLcQSa8EpJrXDM49/+mK2fyV8yIc2xesy8/wyCHiCOBA8keNKS0g1EQIKKNONUHmDk8z6F3o9EAiNw6jHUgm++g4WI/UjpDJ3H6+Fbv8nxX/zc1yN0de2TrY8ip1X5eV2FIdY4MxeV9mOe61MgIADg8qHo0bNamIWFylkLj943lbmOmxek1yh0/ql629Ofwy2k3Fqgw+I78Biytya/k5PsI3a2wfpjJyWY60vJ6kPb5sOKz20WpmK0SjVd7H2XGidZQq432hYXUP+LFB8r0hkbHF2LfMdWkvtoi/3ibc9NcE1nX9BQBfI5p+dpr2zKBlWd4I4J8H8PcAfDuADwL4AQAfgnhkE9u2sV7Hj3C24x17c12Cd6PX/lVJzsyXdK77t+BQkIRDsLnY/cDyZuZZPTR8u6GzHy/MJmyRN9uLXj0XQHmzO3sLvXWa0dviy9v5C17vDff0BxglH+SN9VIGyR/DN/tjj+zoxvItdcx0DxwAPNLx0oX+pPnrApKQ29N9aZe2YH9VIBl5PLuJdC/1U+UW+GQ/+3UBvVqO7glfRT4mhz5KTHshx3Ex++x0pGy2BzlO6obpXvKv+BZZpOu3tGwBVXWPmkQ32nLeHvMo/01VtQ36c3ebgNcrtwYP9Re9l2X5LABfDOCXAbwGwGPrur5v7/tO6Ec2X4nZRzjNm0xsErAPGNDjTJMQ5b0A21bG2hvw8jEAR9sAACAASURBVN4Ba5d4JGT0tBlf3f0daBnlDffR7pHx2Ag+0HiJTXn4a4Uud6UyfZrftWu7HV2tlqOb0sB3SyJh7ONlEpG7mzLGHgux3Vb7kHubMPJYHnvd9PxLmo3eRVdQZBz6nVQ5KpM6MDpSvxIALVvZ28rdX9GblGdbw/Z7YUhJjVHJmui+0k9ZJWbZV/Sj5KI7R0f3QLsVsPMoxxdek/m7DdkT3G7g3n1adctC6lH4Gys8qX+lNpa1Kb6rnojfp5g/Sz+KP8y32RwJlh+P91PAQ53g1nX95WVZHgfwWmwJ7nXLsnwCgG8C8HLzyOZLpx/hlG8kOJi/wphqkUF0xPpYIomMw1tob05nhKwaIoZb+lhyk3KzeeyhBcVbSrDfg4Pli8hIae9Bpdu9HppYyeCz66AcqGep4STJqgYycTRTS9n6SQdMe5xkIQ3Gece1jRN2jHNAMrsJO94Ge3U8JMZZHdmjqcJbxKea6+0mjazdPSGSXGuiKzN3oyi/UG5tpfOjgpv4pFeIbbzs44rNp8J1+7kc5rOqaAQ6P7YP9xRaybRZHm3BrXQkZIx+ksr+7U6XnPe9WjqyvetzdELlepZeMPJQJ7gdSg312LquTy7L8joAbwbwkb3/AttNv6fEdfgI568+9fVHM3sGDk9dveSsz2cZnsovwa9+9C13zca9gqfyS/BrHz3b+XMNnis/l5Ow3ej7fgAvwfbNiSeWZXkU25HkhwA8Ka7DRzg/40U/7PZFZ932CCqsAu3xA9nVALpCk20jHBEfrMKKKl3G9wy9nIFff+prqz7pMSg5HoloMz14cnp9Ee+WT4/nCH/UPhpnq3IJs2v96099Lf7QC394qrI+hm/Gi+w71m68cQWXdw/4GH1a3mfXbtY/C85f+8hm5xE/cvxN7Ciyzxn+Z3yE8W3pRH7PYoSc3+0QHbw5A7/yz76FM3wLMP8mk9t/ncoxCS4DeGpZlh8D8DEA3wDgaQDvQntk86PmOkD2APzGK9oZ/UEktwQ6futo49RN9YO4GS8WmRmfa/DmTDzCYY8ByrxyBGKPUFwnTQKXc/ygjxkSys8PdUckh36+OpIh8qoE4B0DEcdXDk6Om72jni6QJ85jGHSZbkzA6Y7HyFEzo8XwA6n7iSKrLymDlUfKWfEGup8JYtERmLoO7u3Q5E/WQ9ppKHfkL2jzLB9ybuN9s3O3n9kDGRv5nfRVxo+8juxd4UVvc50aAt3DyihkYz5l+XDpBvq4TXjojyjXdf1pAD+9X/6Q6X7j4JpDuuxvcNekRh7ZJk+5lcTX8CT1eXvn5H4z2vR7T95Z3Oo7cxs3Dh+Z3rgu/NvPXlUl79MVcl4wbuOI4wfvzZNJV9Km9/oIn8A+P/gZD0lLBXn5AmuSKKMqU+rNBler+yhAAb1+5Hw7hydCrXPJmw26XmVv2yPds3VXQT2IIbbA8nSvZDhwWaxOPFlYu9VRtAOxwbwUFVk8fT2je1ZkRGtcdUb4ZXKyNZP9nf4c+1b+QgpgLzYwnmYKQxZ/TgUXl7M7uNt/ncodvslku0Ev0tieJJJqld21r3wuiazcgK9PiJXxZm5NctvKbuOual97suxqX/ks+iSu8rng6PnISiaqgF7eBC29TSomyKg+XAJBtewl3ILLM/gowHowsyuYqahnEpbFH/HGEh2jz8axQFx+LmeGXldROzJIsDpifDMeowKL4WV8M/17cswEyVEyUgnY4WtrnwtZkV2wgD8qSj3dR3q24yXQ3VrAd5S0bBuz1dLv6f6U8Fy5B3e7cOifQJMQKX60KN0Chk+MmZ+Zccb5X8jVs/v+3I2Ivlhpe65QHsdGl+QbJCBd6OQbyNTBPq/QkO2A/lkSVlmmJHCw4F1wCTop9T+RYivaMq/+5JANKmKMHNtVvjD2Qnit9MXPr9SK3+JOe8P+czkKP1kDptdK/zCh+yTGmiJH/QxPMj8hY3BImULdQ68Z/VkZxrOR30tW2fBod6I+b0n9LFSH3+re2ofAVece/DEdv0b38hShSxiRjUm9kp9Roron4MZBqQezpqHuTwT38xe9g7ffz1QVUeXTzU1tDStuGyjqACijrajE+KT41a/oajR5Qtnm9l+y5jImpKRvvKbKjGxMkF8TsN9fSqTN0gEgjmGhZUpNnk3P/XfCZMCwDIcVP0laFka7N0sPwXiXD2h8Xr+6SPEOrtIy90UZfpaUO3mCOZLWaDcicSu9iH5P55b/yFe9XYKnV8+GGn/NztmxogT12ryk78UzHgxF6C+eb9e+DKnzj0JXr2tSPgZTdnbfswz47HHFPu7hezY2Vw/9PbiTADlq6CpVcMeX/XIM3X4bh69BzARCW+mwt+GroGqCjuWn8mp2g1t/+2L1Ns4KU67bF3zZd6D0K5deWPu7wFczvGP8Se845Zd4C07JUWK4Uku93Rec0Ttu1dPOW0ZzcLZrVvKYBOvqntmDDaaDpMfGFh7kr9KP6FpaXmIY4bLj2DWbw5JMoTFzZCW/aF+vgWpX3Wul5Pol+2IwgNmz3kEmQmvTubRnj25jT9iJZ0/G3lJKxi75+O3zQdm5pG19RCVqtDjQ6WsGiE47/EJ/I92fEu5lgsvQD0VElaocI5OgC6ZKY8cNarhTrdr5UQDxjjRUVawEag3VUFNqeHPe3sJdo3eq7Wpc7bvYcWnFpQSk7ZxW7E5J8JCOIj6l/dFdiZW+ncK0i6Xs5rW/cn6uPFhc/ZtIZBFAAqO8t7mPtbsvK7/3JhE7vtEAapGWGq06jtE1/FI9pvZB4lKFA8NrxtiCxtJkSUDRF+CtN0hLWbuN9gG9RYKM62klMbPRTkB6xFo4imHLcTx4a3qWltKDoN/pnughmXlRIrXzc6Cnzg/2NwdVF9hjgZZy7JtN96dPcvfyHlzGRVelyopStieR/Oo9CRfviK6mIemo65EAKTgfT/19D3akJuW8MrZW859XaQscGUn9XI7FbxNplqGg6J7qISPjQI971PsBIZ4+JepoDLWHcvJ+rR4MssPlPPuuxOAoRj7VWvGYY+Spn0CS/TvfTY4DMl7Q8S/l6vCIdyGWz+rnVdSxsNGRkDk7uOzPzORoDNO9od/RJriUiARnp3urd9m2w5U5wpe2doV2797+KkLeedB22BLgViSLBGdkcGOKGCd5i44Dr2p/S6ryfatWhivnSLX87JfgpiUrWbQ4cnRPhaPRz4L+KeFe7uDYI9aASQQmmMvg7h3/sGMZdjPaju12k/s4lmztcRY7gkLS88u1xRXRl3LS470M9T04CoQnT3bGm7tbJslw4zk1HBBHMKklWMtbgc5Ra4AT83Sp3FX5dmdSg8H+Ps06pqBR727s+am0W5xslcfhovKQTOCR1ba8Vvwae4T4uaYif9WH5K2sTbLBC/21Jx/TvfjeKIQdSnqVhpVP8m31IXRf9SjebyrXb8PfPuiiaz+pEAbLfNLze7477ftm72HKuR4fvUyclvU7L56x2FDwdrLtvmt9WPp2h+cEcHk5+WsCJ/jR1Tv/uRwW7KURsMDPgu8IV947uOFs5+6yvfW3PkDjqHP3CqXgkfT0fI23XJR5EhfjudNhbU/I+9OgFU83T8uoaKqA0XhgegKAdGi8ZhNFBKaNd/RyVDyWrtBHoUP7Ue6T6DlJ0EuNmFhUTZvqN2cd2yWeEiRqZLtUiS81FO3z3q7sqibnlishg01CMw8b4MQckQcqzYIjC97pGjq6r7ZBdK/cqgZabfNqHNF9SpJxKPuwtihtqa5zulRjrE9Ku7R+aW3Mylj0ImXx9NaPYb6qbU36C1sbj24UG9RaiLEA1HgGFs+pYPaI8vbfY3KnT1E+Uh2RVqdoDgvoAFG/ZWaqmc3ZBCrns8RtXKVrH+HgVVsfMLbP0skklbzj0IYQ2YU1ZkA6/r5XIolb4m5z/YTGk7NZjxzTY7Qlja1NJ7ft8zgQdEUF4PIsr5nsfJ26YchVv5ekkND8eUsok3PBn5x+VrB0/BWulE2QJDVIdoV/Tx4LNriO8DCw69nzlHe/SrAvuB7x6hVyTA/bZ53kCi9M925sED7uF85s/LzuPXpA473VnsSeDf5TwuwR5fMqweXDZctegPzNP31+D6Aeh8mMpz+KOXOLpWiknuYYi/fl7za/mtzer6trU8Eb3kYmoRwmJaTDA943gWO233MSXr2O5nAaUTBVOGl1Gs+L6EraRZYwqBudEy5dBXs7JI8/j1eLL+f2fUkb1EY4XD5Noebr9/o7Aa2PQBcpwT2Kd3ixhdgxSTpKyIp3d+24TmbojNaO0ZstKjs6J75Hdj/vweFBH8XD6kuOkUYpd0795whuOqftvCRPom2fI7+sW2S+2mViSdp+lnJyvhOuxBfWZ5LELKiK2vIrjpwyG7+xRmQxx4SV7zbnanBUc8V2W2KetztRfJO2LAqXdNif7TQ2WZi8wqFrb0efqAvm6UQd+XZcotONe7xY9CESW97xMj1afJ6eij5rf7DORW/H6N6uW6EJd8eR1Be9XZkMDqlnaR9Mj1Y+q6uOpwnbZ6cBmY03eK+ifqIDtqbezpjq/kRw0wS6LMvr0X5o+90AvgNTP6r9EH0PTm2zhaGWilQarKy4Sp+tXuTZsncMVipxlComi+BW+DLXdoemEq9pkzu0rMbkDo9MA/0Bk6HbVWrl6Ca3+R1+P4l7yVP+nTmC0kcdTnA3Es5WyY1PVtW2I15ZPbNjT3mUY49m5JGOkayOT2LBU3qgbLIcC3l6Yseqtl3S73XDLEOeFTQZ2jh7HhDrPjqm9Y77rIxSBqt7XXw13uT8MkXK0uhdujil7mUhQmMDInua031v2z1ejssvsgo+r0B1ExW5zcF2gZHuTwW38CaT+kPb5Ee2/R/VxkOU4EpiA1r12UNWqxEvjBxrI3t/s7n8TdDJsYv4juHpeJt5325Xo3qJhS8Luj0B6REUzE3KrEKcqy8bADpKfTtDpQsPqfvUTZCBZrtOnYOXzzoo+nQ1tB1FWe/GV7MxL2jr6zYPgrfNhnVBZqtmG+jkkZBNdLYwk7xA8MuKPa8QYYEtqvSlb9i5ln+rK+lLvu57fTJdlOE6+acaN6Sualfq8TDYxnEX7z9vyPVLwpltQOmOQVO5dyzIdM8KWtEX/Bgy0++GBOrviTdwuLy4cYJ7LYDPW5blDwJ48bquj039qDbu8h5cviBVSJy0ZFBkR0MSl60odwwKj65kWJUO2KpsVPVuM9iupbGQ9KWiyY4apEem4nDiKFQ6fuNV0BFJlTl35zTquiW4xqse6zlhCQhV0J0ZHdD5XEvD8hStf6FnbSpJhewNsq0EZXvEWAKFxrPp3CYnWZzxpMMCvRhHnuxjsugE3utPAjvp6IuGJiP1AcKzn6Aj3Rse5bpWHHt7svIlID3ocJY5m+6l3HqctDXVZh6h1wmTy5AF74Vvq3vrH1FilbS7NST+VtsTl0/OlTJ6uj8l3MI9uG/Zf2j79QB+bm8b/qg2cKdfE3jQOUh4Jl2hWYWthje8vfOxgNgCWLsxr66BcL7dAUqakkdXCrNDkbhqQEIfcFUCTIXS5viWnw4nUANw1Y841qxOmqHaij7ktYz/neOLfpnjZClROU+oO005vqZ38wXWBP1F3qq7QqfwBE3bjtnDb1vtJOYInBVZx39CxqU6/vWSC9vFNUg8iXv6MHI2GZvt2mubRBQv0GsJcJ1afdv57lz01z7epOTWtrRHczyodqBw2+RieHF5S5qOnSftv4zxbEzikfQYPmmHmcyx9qx4cejb9ZDjsx3vrOkp4BYS3BsAfB+ATwDwztkf1Qbucge3v/1e3QQvzp/YTsomgD04ibmADkruZ1k6iQS2OVVLPN58j077GZ4Nn73BX2UQY7JsLze5DU+KZnV+o7f6qi6jP2nkBueVSYZXYk7lF21NpNyl3btfUPWTs3qRhT0OyXa8+XzdPoY3at/aMunTba0vofymYblkOGm7TTjO3JEM/jULKP2DLJEuZmlF829jHfV1qm/ssbxvCSDVSoMe9Q54Lm3yQZSKF+hwDm2M+If1H+tXap7lx+m3vsgyVkTr1BnuEL5XcQrkD22/A8BfxMSPagMPwa8JWN2yXQGgKyu1pUdfKVZcHumSMESeyzbyOrPtuOiY1e7+bJ/GE19L+t2DEuLFv6WdzZ+hyY5Ley3r8dtY26cLj9Zh5dCyqbkE2Jjo/pw/f2q4mVtkxl7IPNLbKYkXzmmzi9/Ssm23OUe39basx/D7d2wMg6ggmoN91yz9yaHNfO8Y+7I+NMNzH0O0XskMFB+OdD8TG1pb81Utb0/Lw3XbcNMd3LqujwN4XDTN/ag27vQhkxeoy7Is9m8d7qFBS2opGNfotPq2vGWifEFcmIYT0nniZe3ueOPko2Di49uiVEp7o7n5fgxOlpztfZsxP2NgDyM0PNtKuDtec5xdeQToDXvv3mxdMZEBVPVv+qSgNojIH9+UdiCrfqDtneoY8cRuEvTUuNTGSjlzznWOvB8q+attQs/2SJ3pvvDt2ayU37Uj8rYOpXuC34PO5oqdp14mpR+T5AovLGG5R8g2kTM9DhLRUDbx3b+R7kdtPc4NL7vH+mzD/fweXH0jgf4u2daiq44ypk41hlkeuCiHy7pKb4HAVrgJcdXb/vYPVmyf7W6gl0X3yx3ALp378/T6oQcvWOxYgdQen3YDPgm+XsArcsu1sHMtfub8NqkVPYEkNI5aO6Z27r5Cl/cn+YMSehdSnpwFSqEjF8uTa19A+eV6tMBoxWAPHVlakueCSwa9dpQk110cO5HdSq/vXg+Vf1Y4mEThJY4eh/eQSkscUaKwCVXuqkqCkzJJ/Vgb0rrjydpOsoVCpPuR3TOQxaO1VaZ7Npf5YpTQZ3V/CriXCa58SVYtmHxsG8ZgRJAo947kgYC9H6fOlpP5YnX92+7j1fmCH6Tt9TH1F3BFYip4SzNEm6zAu37WZ988LxOmxGnwi5SEjMuOn4SeV0DoZncG/xil9QMt2ZbPBRd1JvDgWOVyaEY7toKP0bG08l5F6GMj/tAQCyaSfh/MC91L09fTZDJIHfhj9NpIPlrR5hcHfVHVkrO/3v1cq7/RGE8PRfeSnzZ+vA4Nvy6MPZpdgkWPW15HJyqe7pldWzp0p7nPVeoh/Fm9ziUkb8zGm6f7U8LFzb8mcG2406cogYHBqWOBfidgq3lZodjqr3va0lanpcqwVRDBIaELlo0bZZSlT4dkH2SSkqmMz09AelCPX3Mdq/mp+JK8aP3ZNqdGT/WzhGvYKQUKgP6NIDsB+qaG1B5+8d7k0IogsoMR83PRwT5GPkRT+UuglW1plwqxD+GUB6VqwZD6B3esbqwOqu6trCIpXVkbRivoRkGv01WkezGn9hE+uznicqj7gkPIgn2s3JVIvlt7Qk4XXQxgulf0Al1JG6WFc6D7QlPqyvOF+jnz16lVPQS67/yKJCj3bS1iLtP9KeEWvuh9bQgT3LIsrwPwl/fLNwH469hfkQLghQDe412PXqFiSXtbc1v12aqVVdelQuXO3+9KbDJsEFdjfoWPmhg7eSgPrafxv/cz9lObW7BmPOhoqPkCp1WJ5sNqIDe6ANJB7iw0vu6z8zM7tt/ismu/jckah9U9+QUEfUynbUgWUDmabyv0JHaHuFA2YD9LvpV9iuuoeLJ64Lsc/+hYJupuVxS8ab8rDp3ET3dhh/5zwSmLVcmQHdvGY08ExUb3h0zI99ZS4p833QrZDQ1VWxk7ZjYqx7E53mfGFwx9i8/SqvjEl87tPKWTg6AlxyhbcPz0FuFhPqL8DABfAeBPAPgHAL4IWyJ7E4BXQr8yxV6Hr1Ap94z0sQ9oFVenREmuBJ4kOojzd8nMBjAzvvbYat+9mdvGe298UPgED12QpD9ZkuWUtqs6bK/qqs5V/qoCYTfmXPNkXyXuTfJzo9cejPCcXeK1+VkG5TK2zcvokrmEpPmSdJwaoOuowUbyQuZb4Ik3YXMfab/888xRoj2+Kp9tX+PJt9UOd7kW7dl+FuuVzfyId1Nn8c/gCcJbJ4a/7OBSeiC0WxByunJ+NsPDPYuwEaYLq0+JO5uxVGarG4HP0730O48GG2fte1b3twkPbYJb1/WHAWBZls8F8N79XWDlFSkvXdf1ieA6hFy+mFxW9QDIJAegGloHpQoqcxPad632tpzMZ5PPbFXsJaRt7IbAOw6VidSrUiVN+5nNqYl7x8urr3LclSCfomTjAKhjWIiigO4eMjm4SFA/vmz7bZzJZhwL/4lgUlW2GW9xS3w2xXTQiZld/5YJl+aQZH5NQCQIlVicJGPbWKHArvvAlHS7Gtcz3uteiRDy6LVVuU0/Re40dUmLTUsJ2yvpelC6z5wPlUCg7cZj09ox57mf5/mGZ29df4lxA56SaWS5XtkMwRkm+1uA2d+DOwUM78Ety/IZAD4F25ucge0VKR8P4KngevgKld/47du7/VdcfGS8cPq9v948iwPO+JsCo2c/A8DvPb3p03PYSCaP5qzuZvidoQmC1wsmrN+Ct54eDhu8RvDRp4Hf+J0XHjHjtODZSTRWjhnpS46xuJgvjHB5fLP1KGN+72ngN37nwVG+Fq03uz4GL/Mz1ifbjvGryIeiBH2sf546/Ty0O7hlWV6E7R7cnwLwZvGKlA8BeDK4Hr5C5dNeUR4y8YVXN09HCNl8+A7ajCB3RiETJptv5w75EJYWFTP2mMo7qrXwwd+6witfnrp5dq7crRY6M8COz+x8ey/H42Mk1wj/dSGiG+lFjRU3VD742xmf9grBj9k11CPhEV8gY4SRZgh72BFfVxfH2BSbMxrj2VWEg61FwWH7fuO3rvBprzi4OI+xa4/uiH9Plhn7l/hnePXu5c7a8uy6AcAHPniKnxvFzvOp94g+jLZR3wrgE7EluZ8F8O+jvSLlowDeFVwPSY8CmLo/cYTRuk4i8JQkZrOWoiKij71ZbPsJN0YWu8jZslTxZ8Dc+I3lz3iaPpXq3ehH8oO4tw5lDeTRKaTzJah++8XYIkMyClYBvOtv/CHJ5DH/9KCkxY5/t4aic6YTuUAQf58GkjmitHZHXpzcPdAR8bzbo324gx6vk+LD9o90z/hgR+k2ONs1z4Cr+x6yStra5+3uJKO9VFzjlHbtJT+lo7LmRM5ufKD7+vlg19zqwSa0OFFanoqOrZ1W3Zs5tp1D0/1pfk97h6unxmNOBKN7cO8E8E7R9ENmiH1lyvQrVMrLlgFUw/arqPjHFK1zWMNgn+s88eZ3axBsbrPP/km0slXrjgEsXamHpNtKIpQ7yZTkdQ8JH0Murz6Tczt5TdEArfsuwKAPlKVNym31Gq0Dva9oJG78tiQTFT/RDsDK2Ob3czb96OrFDxQfQ3Gfnqaex+yK9UW6Z/L1vGWXBzZXaBoAT4QjPnsee1uRuveLWmHx3jrhY8j5QrV7urc0mE2W8Xx9OS6mv1HcGe3EPLwjv7O8euMZ9Lp/2h17U0h45mS4R3DHvwfXV5hydyCrraii9BzIAxk4VeJMje7QOMwrlLBjS0nf2i8VuNx9lERoXbsmw9z3MW5aSHgKSI90R6x2XDKMJfRPRcrrXK53lrfHjkXVVxKvcdZR1ejtAtQosyvssFjdOzsAiVz3iXnBI/qMN6CslXz/Z78LbLsMvUspONkuT9qzxCfltWuAAKfeScS6Z0VDxKeVT473dC/B07GXHADzYE/RMXrdz8SGduk/bV1wAb3uox2Y3QGyNZC/HMKSl9S9tNl+nXL1Ezae8drr+yOdLLcG+WOnwz2Au3uTSd7eZNK9KVvuf0QFmkEqxiTCuAjQMGMlyHnqjf7VEUQ/mVvw6i+SNh5cPqUcZYawsiuG1+om55psyvQNX0J9s33u+dnmNh2VLFbatJQNf8OxB5EkxqdGrLZnAPI7OhaxnC9YqQEyy7/oHLQ4bar0hTgFr3R68EpZFTKTN8BpdVy+6iJfdcYKNpGo2U6oqkcEYxv0ZMIYJSTFM/l+n0wKgnCbaL6oXnSbOpwkCQvdg+le0gsKoaSGlrHbdw+39h3nofGed7xV9wWPiQ2qokztsyww2VMY1v6tn0Da/0HqV9CXPmlpw8yTdOx33yQNyUsy/pj6/vA46BRwHxMcDtsTaMp5gJJfKsh7VymVpLRdt3l70FHz9F8Wc8MAA5D7SCZImIBnAxsPLo1OlvPIewMZf4pP0VDfsu4ZrkoIJPHmvAeDBKRsvKzNt7GhVqdAfXl1TX5qTtZzU79ucr61iSz6WzHUxl0Jfq6EanJts4FWcsRBrb0KbNvjRRkXJuH3QUy2ZxVlCA3d1RV9tgCC6G/51RZ1ZqzSQ9L+QWnrthwljmT+7p+voP2cyWlXQdGtdpGQ0yUSUsXZcOl1ykjVLixL2k5Nm+mP8oKcI4lIO2Xxx9L2TLDTc+L6Y9fdejpzn51cdw8TXEryRbW7s3XmpMEWfYm0ufTU2Ezw5XoMp/rJt/xLu+xnCS06ruuPCPrPbL6s8FUY645uLM/+zWvbVvCHOHRHS1qmiC9jpSPRYGGumdY8FksC1TK16yzbSPDxwPbrQJ7qb5NFcsh5NoGkCR7kPMazTK5JjJcJSlhlSzQictprRdvya2Uy40fryuaNVNDMKaH8ColrQ8I+Pf8b2ZacW+Vlx3wET39aoP0l4mvEp5J1gEPyXeeUPlmwD7m4BbiXO7jEX9VVu+nxFEhE0D93oqvEhmO75juD0TUqToMnNfowQZXRY0YnZbXQBTPnXsKGuX/gIcLl4ZWOYz8XWtH4yk+CadMOpgMHSGZojfrIVxcmZFPUQaOFbr7Cgb7d0mn9Ccn85JPLBinCeHDU9OxnKUflxfAlx6pjKzHO6sNurdS9nSKr8YRUdo2mmhHpRc1r8sgnLRk9/lWU8n9KD7rko2krje50+1gyvl+sba/pV9u+5HFEs43lY+znCNgQxg+LIR7tU0HK9/AhkyzMcVPyoTs+6I2vBQAAIABJREFUqe1o1Vm3rysLZT+TMQW64yplgOWISzt4d5yVoX6pmtI149QZuggs2aDuceibyX1MT5D3g46B/qa0jMa56SbVFiFD/zTeTGJVAcZ5ipUVNmy3OUrculr1dr8tA6glsi/71pKhfk3AHDcDIsiUBF7kFUyX60ozVUUofatf2RA6qwlfKCOZ9eNzYt3LdWeJwAZ92V5k94/2Gz0YPipu8vWKpvNLSjd6eMby0NqDn6Qiuun06DycJG8fSFr1f7m2gc+NkzCXb3Ry5On+ZJBnvyZw+7zc3UMmV9kYZjFkbaz6L3c0CdbI/TGt/erqSnxuiU7McHYqCPlpuxOdGMO/FFL1DF0rNrja+3OAh1WvGSW2p72yO6iAebUXGVQ+0daKkonqsCTpZO4pyQJG0C64C84iiwS6zttIRdeOrbjFXMqT4K3wUAshIX/BIx+eavo+bO3iPKD0q4etDI6qB8GHLP7KWJT1qzo69Ho+UvdXVfdSd4fujfVZ2gnTvQVHr8r+hH7adY+z0hJ6A7iNyHate233lCdH98yeih9koXeQ8Yw20z1LeK4vFH0AdB7T/Ulh+ogyvs1yHbizBPfMM+X2L1NxpHbbx6u3bSvOklWDqyv55cZ+vqJCEqw/ThpWw+3tUOaPTTjkDDzzTGyqG8qZrDpqa3IVNrUeRZUIX/cSZIFRqZj5np5Zmy5A+Bxd7VqaqVtHRufqys61O5ier7rrIoGq9Ytku+tmJK8+wt0To9Erw8HGMB+QfIzksjq2urUyWHnlOEkPaHGjl6vfPTJ5rVwtTvB1Hule0vfshNmuXCdma0z3ni3wNWS0ehlOfTy5we0kuGVZfhTAdwL4Dkz+as3dJbir2/nm/NHLs632/rE/72dBBhjvDNm1HC/bWSCVY72A7yfX3CWZ2wLuAKO6z9bgPk4bjD09suLA4mDXXnCKE5wez9dDJziL35/HE0SU1LwYpANkG8uuo0Bmde/xJROZz0evB33NbH9cVG3z2wmLb4Oj/giOLbZvY2xfsB833pvHfPCm8l0PbuMe3LIsXwbg8wB8C4741Zo7PaKUYJ1kJsBfD4SD2uAnr1VfQjWEYExC7pwaUbJEXLUBrFLlyfPKBCWWkO0ciZfqvvBzi1Xes1EvNmJ7MZP0D9duXf4RDity+mo813EzCXaUdO16y+uo6LLrlvP+0JOze3kYYZ7TfGuF8RkEnNpWbvgU5bIslwDejO33Rv/FY3615iE4opQQV/6eK7Agbo9ttn45PqMlrlHY1XR5vI+M5HpVWdnZlM/9zk9XtnI3JHlllb7HCz8K6Xe5/e4TUIUA+t3Ysw/lHiiRmRUqUcHTYTanEDNzZwLJdNG1N6lC8bmT1Brop/pke/NLu4NrNsb9uPdpfgKDOs47zvTAO/1hfbLNO/Jk/dExq++HPh0P9+l99MZfE/gmAP8lgK8E8PK9bepXa+50Bzc6Bixt3mLZefa6/bW0y9ERTzCnCszXQ9nkl0dW/bGW3WFAXcv2+Ai2n8eOyzg+dqx0jaC777puB2YKmOuhHd33vBUi8eO1+9+bjpmZa3mJ8XpB1xs7WzTqh9PafXzP/jy+mM0e4/fR/c1o1679mB8Ly8Jy5mTAk8+TvedxSuTrw82/B/caAJ8K4AsAfO6yLJ+D7Ye3h79ac4cJbjfOcoyEuPIZJbioorHjyufR0ZJ3TBXhvQnwKlb+5e05Z7Ujjiq/NkZgMzu8fkcMcc3vhTHHGuko1JvDP1vr8f04joPhG/FW5YQuKm4kK6Sufd37OOO1HulgxAuzw5kE4QVvRtd72MWulS3kGI1RbIiOir02rns+z9JnNHVc4/2MH5sgGc7Ibj3dnxSmvybAYV3XNwPAsizvxPZLNf8BJn+15g7fRUmOhVhQ8wK1bRf4VIAnlaRcbH2c19/vsIFb3iPROyhe0Y2MrX7eGrisE3ArRroXG6ME6VWepY9dyzYJLFB5OrO6L3Nn14LhsniZDJSnnPHMM88MA1EU7Dx+rG4jGtFRmbwOk7Wj+9HDTkw/jMcRXasfyTfjycMXySXliRJtVPCM9ODFBjvf4ipxyNO9Z68Wp9cueQtt+kRwW1/0Xtf1P9k/Tv9qzR3egzvd8Y7/A3veTqhdN+PmiQjkGCQyuMgIC42Uyndf5qt/WUFnAM/UexNzRkttmxUdDKJx1nnhJHRSVdtKv4xrqP0g0fUN5ifRlky/Oohz1hHYv8PEcBOZFD70a+oFZckfA5sQk8HB+Ov4CYoFmgQJHvYI+0zBZwO5mNDLAH3fk83reEBvf1FxJm1H8UBk62Q2/DN5WXKr9m7XSNIlPtStKUnONb6Qp5RZIj4J3MdXdeXui94NZrfYXuDf3hR1jYVLAOixYBzwCwt9IPeDrOwvidV+36WMcwNlScJZ3ptAN07yIBPj/EM2vazzEOlR6siT1Q9epQ3odS8LlY4j0c7GzOwAM/rvwfW7sH5HIOnZB4i8KnvmayMNV7OtMtfqrw/WVsbe3nVy4Amz6aLgYH4z2ybbc/1zNXyoJipij51LeBi22zw1KuSP7Z8dz2Q9PrbdCtzHBHe13yDuKlCn2ogCfQe57GuOhGuutU2mlvYML/Wne0h1NvqOGJBrweDlKr778QNxGdfpPHGZjweL0w8YdI7bFjkzn8cDtl+9l+lbYd0//LN97u+xyCQE6HWwNC0fXgUeyTUflGcMfyYo5hPHy4yrkz/Ys9GRjhT5Bp3tFd4EIp9jPj/F/WDOTXBfD+5jgjPfg7O7F3bkER2zAHOPu84a03GL7zvdUfYzEdvra54Ur7xg6FA47VbXKmhberWYPj7QMH0XqLifndsCKkF7stTfwWNVOjKuzFdd5LioyIl0x/qu8Bz57te+ft6pwbEBtS/ogGeunnF3vFER6O2AvWTUH3WW41IhU2CsXqxiNMopDNvBMzoz/m3jgKeXEZ+3AvdxBxd/D26mmtfAjmMqVhJYZdVdxshqG4h3TixQ32Y15KPilbTVJzuqZAUDvf8h+u1Ox+IaBTFPV/29Fz9IWf5mAhiTUV/7hcAYtoB0W186npU3CmxyrKcrRi8aO5ss1Jyr3n/K3HJacAzYQG2Phe2Olp2CeCcjdietbVTL6hXcI3uP2rRv+b7Jjqi9+2fWj7Vs3fBnBVL+6N0Qxp2/qusWE8Lw2IUnTXs8J8d4O0lA7zjtWGDumKDMu/7OseEqD+20qTPHeaUtwTq0R6fwx55Im9GVlDd672B034kFsEj3kkdZxIycPkooGf0pxAhYgmCFhwXPxizebQwP4pbe6J2Pknaf5OZsu3zWAZ6PHx+p7bvmK32kzuhJnIzfqNhjSRPguvfWjt1LZ22eziweq8dojuXN6nA07iRwP3dwvaEC/vGG/XxbUJ+4ZMaSgz7RPgr4TI4yz+5ocs76Cb/AoWRf+9rFUeIXzOrAbmb8Rl86WV8caAfsd3CsT+KUFfYoQJa/LIDbNsn7yJx4wASQM/lFDP+BkSiRsABt51g92flesPeSlpjt7lo8/qSd97JxXTSa/k7fgypHbm8yYQWVp3tPL2xHZXUh9aT/2vaOa9J//MnUPL2bzD3xMeXDmuCWZXkdgL+8X74TwJ8F8EEAPwDgQ9jeDfZhAG/F9s3yej16y3PO2X1qEPCPWrxtPAv6N4V5XDoAAVAOLcdph9xbgx1Q9ERfHY/tiHLmaOR2IUgQUcEQjc9iR0lsge3eyrWtdgs+Wq3vn495VFrhQCsqVOIUY5X+odfD8sxkgL0umnESCcPJEj3TnYToFwZkP7PbJPF5BeKocGSQs9I5xXEMXjJ2+3jiYH8v4SFNcAA+A8BXAPgT2F6X8ti6ru8DgGVZvhP6rc6vxBFveS7Vrwz6OqG1sX11hS6Yec4aQRRg9pZpXBaum0+8RO8lqS0Q8qMUFvTjnQXfSUeB8SaJ0597TNXKKuQxTlnBs3u3MycH9q0afNeud1I2EbFk4uHbaPY7oTl9RTsKBiOcfOduxx3jj0PI3r37RovtPj07iwpArw04voj2/M7zK8af7Pfi1gjfiKdTwUP7i97ruv4wACzL8rnYfqrgs5dl+QRsL798uXmr80uPecuzNtTIIb02vYjRS4mjQOX9VIgdz52h7DbmYewbUWDhhpj2hx5kQG360WPZvRd77MQSnb2fUHCMjqriJHG792FvAkfn6by9yeQu4MTxaIaD/S8rDvu+yE+8JMOCbkKuL5f2CzLex/y7jGf0tC/1901HscHOY78WweJNpAcW4ySvbHyU5CQPB3fULcDDekQJAMuyfAaATwHwb63r+uR+bPlmAB/Zh1xgey/YU+J6+JbnA/7ZdfjtYV/PJK67z3KM8ZtExtm+0bjr8HsdCEwVeObJ2q/GmVycSPwJdVTaE3pd7/lJ6rvqKAV4JQ+SVhQTsxhv4+jxdUYH3bIMcW46d5E923nb09doToHRZtr2m/bE1pThlHzlZlfJ8JIY//kKuHqyoRb2VGwOV+KzsJVqk54dGXpJ2u2OV8kr6NfYIOTufEL6YZljcDK5OpqyXXaXWlH0pUTaPd2f1F4f0gS3LMuLsN2D+1PYdmXfB+AlAJ4B8MSyLI9iO5L8EIAnxfXwLc8fffqRo7bIo2OGY+E096Q47mPkyzmjvIklI5Mc0PN9efgIPnb1ogB5YUQy5Q3d6Bae2r2f/p7ods+FVcVJ/YyLrTjrdTaV8ZWpgLODk8mR27jaRap2di1BVeHkKcky/zJ9BB/LL9K6kLizT4sdKXmVv+TL8t/tSCxNoRNvfp16NeATnE9G07MNqlezbmWe7Cs4LtNH8Ez+OG6HxubCE9nc2yjQfKvbRV0J3V1p3Xl23fHn6KLwE56CoLeNiG7Hh2x3dP8ATrF2G3B1s5ct3wRGO7hvBfCJ2JLczy7L8mPY0vE3AHgawLvQ3ur8UXMdQs7+98z4+Fz/9gHFDxh+KesnnZvmvlmZKieW7wxkOO9jFHzX8ek0v+jt0ZXX3peg2TU9nrFHK8kJGmKcd7+hjFNBX8YR0R8VV+zYVeEoeLMeX95GU6A7yoWmK9ssH96DHuppXYNP4pEyevdnre6ZTtqvfnDdRHIz3TNgsth+AMAF2ht7Sp+xQ6ZLSnNgtzft9/iLxno0RnOvg7trP+nz9A/pDm5d13die3qywA+ZIfatztNveb4q583lenCjv4Cco5y5XNcdh3Tcnr53tm7bjgGZDvTfwbwUP0bNzuYLXF1dIV/4P90igd030Hx651DHwe1sjpO6B8ISOEt0UlfsfgbT7UhfdEzqf02gBvwA/0xC9RKOtQfZxnBLnUTzaUFBcFtdC2UA5G0r/Vh7HnEkHJ6d+54T+fH5BydMcA/tQyanhPaQCbMmdq7g9XttGodX2amTgqwTU3R8dSyE0yxf9binf2y88GVleYZ81YIFWvaVjKgQaCwZneTsT7hBgOiLhAiCQmKrcNCvff/kJJvfEluR3exaLtpbNaz+5Ph5WfodVsHNdr7y9ELyJZCRSH2834zHe226PYfj5iCj/GpGNKjZZbQzle09iuMKIdvPPrNTgxE+NmaWN1aMREXfSeFhfsjkVBA97ntT4As2dsJRH0ss84ad0SrYeYPiP/1jeWhfgLVVsg260RGOfdLLylFoqyQXAAswt7ljjiEK1L1++ulZ/7Xt2L+TJfv///a+Pda/pbrrsw8IpZcKKV6utUYS2mYnDdgUuDzSIiUaSktiYhpNbIRAEyhiMWqk8VV8JE2MNTUlpbbVlEKtYpqm1sSqteEhJYJFVHpvwo5VkWrUYGtELPfyO989/jF79qy15rNmZp/z/Z7v+f3OXsk5373nuWZmzXrNY19X9bd1Mhw68AJA1w9vAlrzwT7LfABfg1rDg/6it1uusaJrV+5ZS9YKIbZz0RNWynVKnmV9MU97TrC5yi/tLtvhHUGxNH/yD57eVhflKeFAtsnWNBOPECk4jOaqbJS5djxcpCun3JKfCI7fgHF1COQuSut+hPNe5rHtLK2EPu0xAbtyyNZn8/Zoli3NldGXzefVo8NLpSSE037TsA3bFKWr0hvrv1YavQWeCwB+VZi/bT6EuE6XXPH8VpryBptcdomrhNZVWuWB+ZKOWnOhFIZEaTRtl/3qCUPWDtl2iwfr+5PCXbTgovJrGZv+BZgLsXQxeSb3FmbZwJZr+p42bcPM84oT+MTOSUvmMOgOAYYBIYgbHlidBo5uLw3MHcbXyCSwSQz03dtXUzpat3cwxlGzKry+T/V4ddQEbFGeaVtLoWPMbut7S/izvmBM0VoNXh+0rHem6ABCmIVlzbnSz974MvDianlsupr106J/r87e+u8buKaAG8fxWQB+CMDTAPwo4ubHrhuzzv65HGYpwLiXPO3G00Cs5sbM8nJiAFdh/VeTm7adrY0O+l1P4PjLbtVg79cBtwhvMtYUALOJRKZTjMPB3xOYg/Ms03i0Yy2GmlYdoJUKmZdp0ey9JsCV5SLaIqF2jZt895isoiMn3Oa36WS59MouotABpTKj61zc7BYPmC84MPraoOg16bYBbTcw42ettL3p7x84wtcEHgXwfQCeBeBTAF6IeDVk88asswm4y8stft/SmpPhNchMlGlHkqFKl0GfO0an2+YySriJkispU1yc+LYNIQBZHrSZWQ1OYwHTmgB4QpPhunXS6zFfQ0OtXp2mxuiBfP+nBP87htbq0HXJ8vOzrpONA7vQ2xvDsg/KuVDpFSed9+4rrrHKGkP3cTm1W9hTCHvmQM1S9NJ743VVYMqbtSSPP5dbSF3Pgpum6ZfGcXwe4l3IPzdN0+O9N2ad0UWp3Ts5vGbNXLU2pXeykmOqwqJrg2Yc5S63qxCTn8VjMoN79dlV3FjcqiHYnHPSuMDG7xgCU+fLSsXWslsCpe3ROE6eGH4bPGG9dCQVuZRPQi8f6cPHtza3ldNytefnBK3Lrj3vglWeZFxbqTrl/D3KGtxvAHgcwHct7103Zp3VRclcN0Cfds01H4APVH0W54GX9bTbwH3lSduu+9KZppgnBNcifXiKWAuweXo17nI9yk4aT+Nkv0wjZQK0x+LwymJxHn3YNNcXyMOZN5n0Aetr+95jYcg8LI2Xl73zcuMvs4BzOUOxi9IrjzH0Gh3Z/pDzgG1oselZPTKsZ15JqH2xYSmZ1m8FnO1jv+9PKOCuvwb3HQA+BOAfAPgr4zi+CNFF2bwx66zHBDzXiycUZJycEPE9brbIOxXLsviEa7sW2xaVTmvdPnWttPZVYp9ZyzaEkHeXXdUyiXjLsvt+a7jlye3v2GLf0bOMSo4P6y+Jh63T1pfSSJwkXlZIpriyfRdIXghWhg2vCXyWzvYVK5OFM8jl+Ey0hiOjT5muHC+/7+WzN47eheAhPAXS82PbYvvDu+BY5mcCin2o1OIdn7H+ekLNzo+8MQnidyhoqUxTKt2t8FZ5Ovx01y0f4aD3pwG8D/H+45cA+F503ph15k0mPW4UBwasI+W71axmleP1xK4xHs4cfOh1kdXye2sx5aTJk7Ks47gWSwmxyF7B2uO2i8/MEmspQfydaczaDe3FWQug1H4v3A+eep8r8sqV4H+xu94Wmda3qJhQ8q10m5fh7FkmHr4SR1tuwsdgrt7a52cZnbX4TF8eT3D4ZcjwXvp/EOHaa3CPA3idCOq+Meus5+COBS7zrqk2QVhbiTmppJZ59WvMqXyKa3cGNik1Y85MhLt8Ux7JdItau4TfViFfh3YX+gxJW8j+VmxmEXuMWh5L0GXmeu3h2hjGNX6Zjglna6V71pl8tsLXK5vlZ0JWp9MKn1UyUhr+bMN8uq3HkRIL4X3sTSald6BUbIHqrFXKc//86LHAa2k8Bael0LIybRlHh7t4Di5pYi3XS6ntsYHjA3Qso8VjniV+vk/+ulaUyqsEdXxeFQZCrEPCU+Asy7QMz3eb+ekkNCfvleeTz1iHLgVh67NfX2S2teu+NL3Yc5tMKLbBMt1jWM86TTDvJ4MQnAm6CB0nnl1JB/CdgjXrMT9DhXNmH4q8FpJHauuc8I56eG5RzxWa4qxCJ/Oo/qBYngjC7f2awMkg0ZGnPZQWVMpTJ7ZjuOPK7HW3SQrLLh6LT3zeugurXWeK2fg1gWFYiisP5SacVfmB97kXLuOvMh7HGMPTQhQuzAvhM8n+cvMzUBv32wRXGjNCP6qcoh+DYty2/vTrWa2e+zVBz/xsuYQ961mG1fK0cKnRVmmZc5zs76nn2h2/bLkFtQnedlXRXIVmp10VNeC0UHPF2Hcfty2Eptoa4rnC/vzSrSJxqvVb7KcsxMv1zZqgq7Uj5rfCtW0l1izmFtQ04rabZ14tuDLNdQRSzaIsGWUN9/Tspbd5mpg1GKFV7LZCzW0rFVy21lzDhVlzLL14a9JTWVbZ91lZkWMXoJUYoE4vLD02hPXCqa31u+ii7LA4NmkW2SSkZdSsj9rkdLXLDtg+333XiodbzKVdJB4zq7lWe3DLOMr3Ml6DVCD8sfEYC9M007O3C5Dt9JPtlmWzpreuCstl+Rp5D83U8pHUFWWA94ktynN19Z678oQD6/ct7WOCwhvDrBjnm3DWdDGxKEsKGcDSnw99Hpt6WOvZWlm9uGwJuy1wBwXcTLXf61lXK3Qnz0x3iJ/RVpPYasOeUAhh8WlfUYVV/WAFtUP5Co8Q1mujVl2RuWocbbbqdgmhbNemuWSYV7Wg9rtk3kkw8vRyHE0pIp9neWZh4DFl+w0+n9kz95jnDq4JZ40/tySScCj7i1tvtl4pKE2t61M5F0ohxfLxdwasrKD6PMWFIt3Wuo4EaZ6I+cJ4SU3x7LOS+46x2PQ1Ojq1i/JOWnDymECpHVrmI2I6iaAPRD1kMtS+rhvshI+Vu3h4xGnLKqCjKdGCq1vEngbOhLiMA4BgNkj0WIjHBiVw5W8P1NJWLP9g4qzFKb0QQwqX/QfDZCCYio0j9dlnOlZOfFFWT3/1pnXKZvR1TAgIuBQfPK0xdZp/k8XM81WFhugPVhezhKUHwoaxOespqF47mDfCU+JPBndSwMlB8qyUlNa4Ptquo7rbqMzQxrc+DXwN0hKk1bYtbiVBt2tHAOYDyyeTcByZELeWBw0zSkfK71q4DUZCBatk5jftgml3+Q18R6sBZ/JKeRaEx8Bt3qtYFVlg6zDKrCtjxyxX2xaGuwxPz55L1s4Hlc/MG5tGlksPvBsF27aZeggGnVf1x40Q0R0UcPE8iyPY1vH23E/sXeb31mL6Jlgtvo4vgYpWLN2JVhNPkL4azYsOK/M/GCsLc2ggxkGsZtja/PfFNSM1xVrfe21JuLMvV2+xGmtM0tOg5Xur/NR8q1TUXIG9tFSz9L10vW6tnr7fQvfet9eYwuaF2bgcTrwKofzgqW6nbo/tA6+98ZlZoMxyh8mr+7fH1et5rFjdfryNq/HHM2lCCwzztb8mcGU4o4uy75qjLZDzeoNricEXsHLCJPxqk2Qr3jG5b/nldHUXQmYSOWwVLkbrPJ0LcekrK8wlUo6gt4JMCX1opmKfOQOpb8LwGHCCLR+DLL7BR9Jz671O56pNFQHlCQqPVr3+kJ6UGr15VjZriVeXB8xbUJSDgENa2mBlVcpvpr9C3hzs8ZX2/D4uBFxla9vp4Q5acIw5AL5WZ9PQuBqR4vpDX3Mpsgl9jLq6JkNgxy5KAVxjMEDdIrqe4lGt1fmtlriU6x1mFaUTbT2FM0FgXbFuPMJqTcj6GXjXb9n6/L7nVjDL432uh7sTS1w8i6sQ+FKh2bRxpAectJTOjw/euLN+YOE1L0D/mNfT+HHb5vhpFd9USaeAOwEaTQFX+5oq4o3O7/Xea19btedZakRk08T8Wz9NczXtRhXZq/FhAIJxGVpsWvhWymckvWU9yJuUNSu1Z93z5BPFgK5vi8unFm4ForOOGvQ5uJpiVvMGeNv6mWBm14D1t7XmyeD52AXAp4YqQ0edznsEk5fHo/0E7DJnj1e1vAQyvlZur+Vb6wdmdVsl6E4LONS/pvo8AO8A8HTn3f3aKtfEejTCtsvRZ+DlzR053XYB6NNFjXHIL1n7AkXj3dDoQnLddOKbiJ4J7GLCRGFt1xcknite8pm0IeXxJjAXDFxjZulvEgJQ7KI8Rpm3CWpW3FWsEqBu8axpUM6FJcHa567SaOoDESS2bP8jtXUXulX8inY57U9gv4DOypWKk8xfF8hawZb913w+AQy4xTeZNL6m+txpmh6rvLtweXlwGNRVBI1npntave8zb03crZZKmbSuNUs8pFZf+9RH1Gy9LyjYCbG1fxMOrT7lcZK56HAoPNOz1TiZ9pvbA/FcF45b4720Mszrcwk1hcBLW6MzNq627KuktW3N+MnxyOlKgaHHvsWIpRXTO8bxF0V+Gc+UXK8uLTxaFn6N/lt8hpXXLoNbbq3ya+FngvvgmAD7muozATxRea9+bfXlL3pkE6I3C6s+tTwHE94D2wX11hoSPPSMp+IlL/wdV8h5BDifEXVWeOgZT8WLXvCcc6Nxp+DLj9Hnt4z33wm4vNeX7inHr7pnDc77mupnAXxhHMcXI7ok7Xv1a6sf/ZX/TrViwD8DU9PCGawa0IB4U8kW2Jrc0bp9rfkKlqoT/vIXPYKPffJ/1pBbVd8WnhzXnOZYbsFTuhdr6xY9azIyrQyX7y/9hofxr//956qW1hZ6bVliXXSO+rEHL885YQseL/vGR/Dxf1uh8+21A+g7VO2WQPq+RdvHpoOtHgj2/q2v+j1VnK8FvQbc049fdY8FV/ua6pMA3l15dyGdg+PjssX0LidzQSQBOOaBRoYzu+GExTP3T49wrBJxMJt2Clnas9ZWpmfuNcaQWusDLP0QM8S6jiDsbtqQDAg4HNprC4yx3BbhYuHmsfKVPM7o62twKV9rXTdBTLeUB874E632uHdrn6pheNbmd23tjbfD/3KHXQ+UuN4InG8JrmsNrvU11dY7hfWYQMieD0MUAAAgAElEQVROQOYM9CadQzbmSt+wppXlrs8Lg12nmRxwyXgLJtznsuwX3nwh3C6Ce9+OSmtwV4EajbNbTnK+crMAE+LeumAAxBVgfWufOW8oLPIbZ85WqaglrL7fFHg0WxEypp8ZQ/Z+ZZ6a1RFCe3euQtVZg5NletdSFQrGoMNCCKor8vzSczGBbXdKq/sw/decSaepK8db4moKdqlX3RAtnm8J7swHvZPgWAmOmUYiDfkdQkBY8tUEJYY4VWeZTgi32bxjGIB5zu9U4BnLSOAzYLlMhOC0oiTwm5VwDgtOWUDnZ9Nna3+Gej822yAxbcMwaCvUVOS8pzr45gDGMGSatBlgGAbMody9xphsy1VYy+NZpmGhk3RMoNdFVMOl1z3famPrOdB+8z+6ORMBZBUua1VY5cZarIVQQX0M1jDkzVSiNOoV4SotnGcvHo3w2hzoS3NzxjyZ2y1+cSy4poAbx/GlAP7G8voGAD+GjqNowLkvW16IWzFd5rJarb2QMq8CaGX2VYsLgBAWNZpK2WrpSrEQt/4rgdggmiRU5XvG0oST/lCCM0TXzYpXErYifUC2WFOY7qcUPq9hUnmQOK7ZnXZ5MAj9Mj3L9HOiBXY7iUk3DEO0ABPzW57XXyIgJfJhMM8yLOVZ+qcoKzHwOecJlkYNrFq6qDfRboGLjDc4wgqUFCbmgkor+2jFW6S1eMHUQ+oeZHsIFagQRV5S1cuUMCCsCpycp0npW+NC/XjRYEKkslgovBZPAzZdi2/kxIz3oKSLHm9RywCo1cXKYJPzJiTs9S24rwPwWgCvAfDvALwS+aiaexQNOPPncgTbWJ/k5JFhMtUg3oIg4DiOIcd7glJaggasHSMxGYZSMMU8YbUMU55gJ53V0juIM7OCQPEBgIslYpYCDhrPbCXqNiZcXIvHWs0ERwaMGUj8md0Y25KYrp9HCXEYq1taDrFxS3lLrsXCVu2QbV4Eq1JShEDTfSDd7KSfauNrGZcQQoUyZxmQVOosJMVACDfVL6b/UhsDgGGe9ZgJJcr2NQM2pkn5AvKYsLG1eWx4eo+3x2g8C7qwZXi06wkP9r5V4HhCw5ZVm1+sLEYnNTzZM8t76kvDr7kGN03TTwPAOI4vAfBvzFG1KpxNwF2a9QtLc95vSmvzAuWayADtd9bGSlh/Mw3Upkua4LpyT/CkuFyidIdmLTgLZyFoLMFVGp9864dDKQQt04CIz8UYLblojVYgVmuQKRCqEjJpa20JAfMq2Mt+ZlDr+zWeFFNVYkh5LJ1ltjHfgAHZik/jmvsMa5uDUEhWaxSGDpIFtYyQ115LtfK3VMZQWN+szax8r74aDi70WiWKbsAvNPAYxprfKdMqOzKfFSYrHqQNFgevvdLrtIYtj+QShVVBqfIGrPQFSB4QcrRrMFRH6HjwRDtJC8Zx/DoAvxvAZ5ag5lE04NxrcAD8qQMTLwRNhY5q8ReDZNe2bhThq0WorJxAcKzXbxUoALi4sPNwEcYhiPwDhiEgyC8KBNY/QdztadkMZ0QIfi9LRprzhoJZ2v6zlmmatCvecoJK64hqtYIRqCo7BWuHhisFKWPQMM+yxUmp0NTJrE/JaGQJEOFB5Alrvlwvt2p1GSUwwaRK9oQJwPtNArMMeqyLoh6TPjH9YrxiW1Yl1hNiKw0ZdOUF5AIXpUwIARSWebgqJytN5fdyN6zd5FZ0mkqXnjPdSQpJak1Wji0FWdphSodML8Mg0p8crr8G9wzENbg3AXhj71E04OwCrmTUWu+krMWJ84SjIKVFYAG+0JFhTFAV82phlIAVghbHXAYAXF5yHGSdFxeDVh6FMLQyQa5NxDjZn4zkuXiLm0eGkuewthf4LhNwFkJa9HeY9XPmZ2b8Cg3b4Bts20xbpBKgtGxBV2sZ0HnXfvL7KPXtwdWyrIhMwPrflltLV6PxLeEiPswmXRDJgs5i8QkG32DmtNf3sp0hZHpOdQplD4CKm5dyZLysj9LdKrs0Xdm0azjCSperR1jStO6Uoh7Z9JquxXWxgBA8HtJLNxZaaX2RfBS4/jGBPw/gYUQh9xEAfwodR9GAs67BMQYD5N15WRhxINoTHd88oXOOgepCEaVhwUPkNFWtRDnIMuyvfs470RjD45DXL8o429baJbTlpPO2Z7O21CaNnjDe8lDNUyldw4Poz5JBhIIZWGVFA9vCY9tpn22YHxcgXeI2ndXja3V4OMn+Tc9SGLE8XhvsOKZyZHktfFJ/6z5PY5NAzt8cXy/Xf9dxIQCXl5rOmYeTQUk75TOfmy1FgdGWJ4Rac4nhURtXW39LULVo8kRwTQtumqZ3AninCPqp3rzn++Bp4UuPg6wFXBY28Z0z0DWNmGzM8si/XBuLDH+Z9EET9nr6ahBethXPEp8Lo9HNwnrJ7RNWDOHSQT3pCadINfAvehd4rVXoSaJdogkvy6QtHundMl+ZLo9pCIMaAymP9ZjbXvDHPLl5W+n7XdqDGB+7NivbFR+jUsEYl9dvW5iKx/R0Pye8pQJQa7/nPgfqfVRgV5mLEjyFx/MQmFpg+1avs9eERr2cdrgVTkBJ47YcppQwoVITaFvBK7OWns3TE8KdPQcHQBMSc2Ok98gI59kXesa9vkII0d0X68Wan00obRlY4iwlhnTpSZzmVIeoLxUT8Un9kIVuwYSGtNW/PWGK7+sxhmYYSRa+SUFI6wu5D+g6g2VKQxqh8lLl+BSW/4N4zwwhmPRcmJd9fwhxWwdzDa2phvxx87Z2T5SEhHEqQ6SZ53kJD0Wflu6nsIbbetmYxLQ58aDKtIpJcMvT6dp1ahwt45bhQHAZpRDAJH+56iTLUpgUeAVlNTPFKtVfmy8w6SzT9+K9siRvyDiEZbIn+vCsxZrnoubyLN/JTKL5pbeLHQA/MtxNAWd71bpfQJ5lPNNEbLo8aebCh55hi4XAGKm2wnS9HqFKgWzrSGtv5YTUgleWFQ8d6zr44WPLrHLYKqyNq9HT+rPwtpO1nHQeY86T3zJQj6mIsABki9u2LYhwWUzJhMXhM903tPtT34flujmbwNPMuQCoM2eCbxBxnDz8cJlf9hcVaBIXNielQmqBCR1ZDrMa2DiXZc3BLztbs/KGHElrds5JuuU3fZT5S7yZcmPbl1hDj+IBQCnGOk9ao/PA0lgr/AbgNl/VdSo4LNovYBle/AXkgPP1GcY80zudMIrwfEaWiOzyYPEThAhUJoy3HmgnNmd0iYBrbrZh0GEhzM3jLNYdpQWyFCow4RFXJqQZfvI5C2vbX3q8pMKT60njyzTyGjdnwlG2yctv8zqCbwF+VZcVCIMJt21gQtDi5rW7jl99PNdWoOwThpst177LOZvveEzALI0qg1fKUC47KhWzoj1bT0pb1uvhU1dcdTtrtFEbE4sEUyTYOMAJbwkqtmQgy6jVd2Q4wjGBq8L5BNyB7aKM7z3rBNYVpPMxbYszkto9egxari5ZXYm3ndhaQ0SyogIhvgCo/jIT7zCXbhDFNEi/ZXwWLXRYznEZ3PkEIIqCiovhrfsae6xnlqaHQfXUpdcaawJItzMEb2OPTc8Eio231gpjPoxZyrJL937L9eS5uzxlhfVx7xh4Y8jS16yUyDdqAh0o+xDk3Yb1KAmyDsZbmOC3eMk4SW81xcVTeGoCN5Bwi5vX5iPD3XZR9gwaAx0vNzIAVhtMaVJ4ZOiRiYY1LOFVX6fQhFT3iZdwcVFeRiG1Vi78ZBvT86DSl+4yDTVteRV+COt6VeTdVgCrEpdfezzBhje028DHOxz0SbBinYjs2KwJvcHpA6Z0MChdWEGswYmmiPg6TkG8Z4GU67F02Cov1RrcOJvfFWjyCGKoCzh1KJ+0vxxnEe+52gKgLZDUsrTWzIRLTQiluumxd5NWljGgrKtHsLbSpbkecUrHArK73qaz48TmJeuT+FxXDut84yhwF12U6jzLAuUESgNfCiwtcNJkmZffhcBCToGVaWMNn6ULsrggYFA4ZWW9JK4u/FaLJtUZw1yGPLSskiAEUVIYgqlb1r/2BHmvCwuPgVs3aWqXfU916aMJzPphl4t5Wjf7BWx/l8xmGb85rzmuyYo2+hACcHnwhc4qrGathCEMDYZD+l4oAUFsssoCsa0I6tthJAI+TXBGzdIxy9PWI9N58Tbc4Bnk+VkrvNj70mdCcYj9JgVRKTgA+x6KMK7Y6HS6bA2pXF+ZrfPGktdkfsLnZI1GTgx30YK7vNSaph04TQB+Okkk6V0LxkSkHhP0fpercypX/614GKJKSmYOS+XleG3taIG8YlhZU0v1huVvnst1Can5x3d2dZnHxHSYP6kr+Kl8MQPb7COZT67f4gOgYMbpt+YqDPDHPZD0gwlnjCG3hTN8W6YNs7Rm42tleccxGP5WUZB1g8QN4EKI4Vv2nb6AwAqHAdI6lSAVspLGUr5om6avCeg8Jb1Y/sGUM1ufSkEFheY/LE0dGB3a+KuEWSFv07BxtzidEO6igMvfAjNnuoj23SKikvBCMZbavZeZXwhZmMndV1qD49pPsqDqWprVHg2egglxq09qgll718s/QW3asTiskxF6QtevvDRtVjLFTigyYS1jIDJoZTJzTnNh6mUCmrsaI87l5gYm1Jgw8JgEE67DolRY5g8nvcek7C8THrUyGdR2MLL8WajlvmM7ji2+lu6zQsmFQil0kOZhKOcPtWBCcDaniTRgeBOFQH86Qleu0oh+Em3N3cF5Q32OlH2p8zEB5pXTSzOAv6HIa8OR4C4KOOny01BqhvqdaT96sKRryB4yLmGZmB7DWCYt1eZU7YOOCykvynCV3yNyiV+6905ugsl9EYI8JlC6wDxgmmvGs2Y9W0EitXVPs/S0R92e2RsHiUdljagYZyoIl6ja2IR8QN2OUWrrHA6ijExvqexSYbECW/dNpLOUTjOyHkthi1XhKQkJd5bOKyfl8az7XjcqF0Y5TYBca64pDTXhwI4jMXxqfMiG1/hRmVZ6leylCnkfQRZ0mWYS/rbuDKU1bJXCMn39xqgjwF1cgzvMBz2wizSQzAWAYjAeY8qEEp8hBzI9Ew1xLavC+GKJDQ1nyLsPbflW8KXy+xhuFr4pvd5EkJ/1TSayv5jASQWkCaTrZRsfJfOczXgAPQpLysO0WpnWarke/vnZMlDfwiv7HPDis0BiTD4gucs0k+D1lR0arXDbN7ofbV5LJ+y9RVsejSvcwL7m4CkpNs57bq2n1p5z8tJqZvVpwZPHUG7sSLSInD4MgPT0QBQ3zGuagCw4PEED6PnJx6jMGy+z0H2UPSAljbF3jUP8tXO6RptHh7t5TCASZ55wkmlK68HXUDJ4eXMeKTSlVuQdC9DCqH3a3xYzoEF0gTHbYX2333SV6dc8c9b889qWZYhagytv3SgZFxMY9gYYJghZV8r0gL6yzLv4WjMjJjBDESLDpJtb3sOvU5RMUd66YUsrBG0ADpcSF0ZHNWGtsedCQb8HExdMmmB+dTtlHisUdP2hEC42rc3Hxij9srqy4mDnuqTTtQ2i+Pmg3aiprLJu827oL7WU453jW8pKj7Us09Us52EImAMbF0+I9yiCXliNJo8Md9NFaYmSafZtbT1BSzO9uIjEKtcD8kTKebmW7xOLR+Ay3J7pKj4JZSZPxs0ScolH1tBmtSFGygYloGQfBZM+MVJ76DqIPlh9r7IfchjrDyagi/4ik6+mWFjmqD/YynJIZtsSmpJBs/QxRH8RgyHaKscTEsH8emUmiFaJLkdeqCzT2XKSgDBjrtKZcVgGWXkZqlyeW8GW6dsjDqXVvHy5vlOoqPZU6Y/NLZKEvRS8yBFG+dPv0HMJ4t1WxOhDlu+tt1p68BSUAdyyPjLcRRflbD+tobaIV3bFhZTWatRcAKbJenngQjBNlouBh0shWFo+eoKW62NLy9TFwlD5tFtKT2z1NWTF0PUW94Dy4LzsB8bwuTvVCtgSl9Lqs2sCQDmhyjs7S2Wi/0687LIRygMR5rItNr+0DuTRBalY+IpOJIx8JssySMZUGINigq921KPU3H1rwNKrpVWe1/YfjXcY1mbXmRI6rF9MXGAXB9T6vlWuLccrl/e95lUyLRMkNlzWab0sA0rvRijmaQ7X9JoVimDeUZQZ3zdoC1eB22zBjeP4LAA/BOBpAN6F+NmCzwD4CQCfBfBeAJ8H8GYAXybfp2n6vFdu2hTRsn5qYSxcfwqmNWmwhqXLkQEySedY7kqAMOlCYgyl9iUtozUtFjcQa6NgLlboykKUwAthdfnKfuATTdRFGX+bUcr2yTR2MkrhFYUbG5cSN86I9HgliNZwfRMDY+pl35SCvgSdTtOw7Q/9DpR1yzGs971lVBq/sm1em/uEEFv/7hsPb9zYmDNgQiDHBbA1OEbnrG5Wh4drAmshpX7JgsEqaDXPDMORj4cWeGk+JcWjTsu2LE5bNwq3WcABeBTA9wF4FoA/COAd0zQ9DgDjOP4AgHcgfl31DQCeZ95/2CtU74ZK0JoAGuzAxVtCEjGUROgTFtudaOtiGn0moG1ElDW/UlPPArB2taRiYMDqullxp4hwTW6tm0xQpc1X2iaFMbcq7HjrRNwyZIzRc714DJQxw5oW30ODeefq8cpMadFR5inACoOa4JBQO7ydypzNbw8uy9MqTCJ92i841C5J1vm5YCjDy09pGXWiwFYqpoo3NO6GVfnT3Ats6lpaL5Vjmj4J13AOehJwmwXcNE2/NI7j8wD8OcSvqn7NOI5fCeB7AHzVNE2PjeP4NADfCeC55t2F/HkXOaGsuV+DIAY5pg9zybw9i4hpxzk8mDTWImICUGAWeLjEPYXr9bhcfjrcyi2eojjEjSayPaXQtbjUXFfULVcwvVygWukhfe+5xtbP3RQCMD7LMSqZUA7XOMpyJF1JbG26lJZp22Xfx2ujZFlsrcv2GWFUtC6Lr6U7L69tQ81CYenZGOu8/MhMTfkLyzMb39KCSWnZfAoIuDxoxVAdGRFpGe377tzgCCPWlzVFCk6cjJflemNRGzdblldveTdpL20fHe6DNbjfAPAYgP82TdNPjeP4UgBvBPDFJf4piJ8Qf0K8P1Qr8O1vetlmZM8GjA5RCTs5aIvk4ec8hLe+4dGTIVEX7WcCZmzUDBAv3xXh4ec8hLf8sRdfvYCbhFbfMFkvw724qhVxfHj4Kx/CW1//6M1Wep+BNyXYFLkxuM3HBMZx/A4AHwLwfgCfRPxc+HMQ5fJj4zi+GNEl+VkAXxDvv14r9wd/7KMASisigdX2/c+u6HJZGUvMEla3ilprUyne+1acxitfT2R3ROYyy8/QMJzyS2khvv1NL8e7fuJjxPrK7a6VW+tLuebIxsqz/up9b8HTbrk2G8vX4Z6F2B4j3TavnWvtS563vfFl+Nvv/XiVJntxYVCL89L1rLmx/LZtJbSsCvZcy1OTlp6lFPAn3vRyvPs9H2uU22vl1vIz6S9SB7uk0TcPvPWwFh3Y9EVrKnyzRucy/V//C6/hCBwDjuSiHMfx9QCeDeAfonOvR48F92kA70O01v7WOI7/CBHl7wZwD8C7Ea23twB40ry7wLdY+8wthHSdUDmAEmrxdeYjbxCoTZKEf1m+FcZJuGk3W3kuLbdd12mJ25sEYYlcF6FFe+Vk1X2iv5QdSN+v8Qsi3rVky/JIrsr+Qqx1CIaQ81tTIf0NoLvUggxPwbKzLFcgg5R2mMLZ8LOED6p/VIX5smXYs3IlDemTdUSxSniYvINJr/EhjDk03ov+sJh4AqoYVJLePntlsHcmXGwZcedqnk/yQgg9v9Kzqm2ddymtDNflMBxXLIKux4OWgpWAnTHlZRu6kmQuFL5yXrPWZFpwb3E6FhzBRTmO4+8F8CoAn0Lc59G116NnDe5xAK+rJHl9451C3mJthVwAnQjyBnC5u4vcYKGmlBAOVpMaIAmJXRSrnzXEyTXPun4gXiTtCdOLi4xDTRj7WhdBJqQND54AL/sIsIdYNQPTu8K4oLdHEZjFk3BK4bOoM+WxE8yutcUy2LOszB4zsXFMa7eHmi2TmA1D0IIhzLKMXKZm1JLdyDQaf50qb16x9ed3u3HD0y7YBg8mfGQbmTATmJg5wxS4BOwzQzFch8kyUrz88kaaL/JwfTwYDZ0nlM/pvWVN+Wds7dGjPO+5oCsVFa4oByc9AzkmLF3NYPDKqpV3RDiCBTdN06fGcXwfgG8E8Dt793qc/S5Ke6ehBj7BmBa2Fba6ksq4THDrRFnOGgwI69EC2wzvDJGsJwnpVSgoa9FuR44a2OWB2QVpMkZcrCD12mnTlO4UfitMjG9Nas0gcpn+r0yX2pFogDOpWL8e1wB9o33CVXaCXZi31kcWAAH2qi3L0CSTYTsNPebD8rfqaTHQ1A/2aA779IuHEx+PdEwD0Mdk2JxiQsamr7nkEIAQDus4ZhpiYyX7bXDCWHr2m9LYd5AyZJz99egKIt4DWwbLp8d7GGbYaw/tmV7g6jy0G463izJh2r3X43xXdV0+CaCcUNLakF/aXmLXn7RteI0fgGG4qE5QCwMGYMj19MOw1pvyScZb7hBFkT7Ha0Yf271MeGebsbQ+M3OZOSNZBZS8q5NNcjPtzG0rQNyFms+d5folI4tGTciCvhB+jLm3tcgBAbPIV2OgvfEt8FxFw9L586Kt9NbppbH4tBi9JzAYSLdyzWWm2ibwqOEc3+WF1EzgMGFhoT3+MVXA4QBwq7R2q4cVCDa9zZN+GS+pHQ3JeUPI9C49IVHIzMW4y7mc3lO8VUBKujEXKlvFbqWBsj01PnM0OP4xgcd693qc8S7Ke0cpRwvAInZN44VbBsytkbLO2dRpBfFwkQVwJLgs4GpCndUFaCGcz/jFskIIOByyaXhxkQQ9aydbIOcbb+xEOgSoicQmxzpJhYWdq2aCP0XxcZBfLleg5GOa1SJSfQ7FhoUlrOx3ZZnaq89EEwLyB0890AqGn6YmxLw0smyvjHU8V6RJJ9p+KMphfSmjkyBgSksCz40qac67Ugxq/A9zOiaQP3WV8+jnzNRLIecxfAlSeOhwOW98BUZGSCFTeh0qNCDuojVFFvPPt7DL22luFI57TCAAeA+AH0HHXo8zuiiPI+A0DAXhDsNArvdJcXFBLDN4OQnlJMsWWypT5yPaXIWgcl3yXeKt6+OFAPn+xoAwX65lzIdS4Eqrd6lUCdaVBwqGYK1piavEXQsjFO8SkvDN+Zhwl8J8FuXIs4EZL/9S5rLcdpqeuBjt0dXtAk/oeGna8XIM1rHEvCp0nG5rYVaZCWSuxb+5wqll3Z7b3J/DdYFnPTAthWwHAUc6JjBN04cBfHh57drrcb4Pnh7uUUuGm9H1b5xJ4pvZ5AvcBRmV16yic8tq2d82JBfkYr0NgGcJqjJSHRW8dZh0s+YjBFIYW+EYLbh7xeSt9yevV+Vd4ry+l33bsnxTmlL4emUv7U3MT/T1jKDw7RE0K67CLS1xbdGKhYCAeT7jFQ0OrPgHrHSbwoEGrZrxzGlF3jkY2pAmgwhLVrNTZ02o+AJjxuHyS8123GVg9Lul708Ct/kmk1PB5bIGZ4FpSm1X4gVlUJH5lVZcjfF7OCXBOSvGyBmiFMih1qYlvYpbLLNVE03513QXK9MXHAWHw5NFP3htYWHJ8iotVfmeyo/P2VV6sZZVuhb52DENegu0yvfTDaru7M6tMWJSVwg4XN6r1qnL8GmZxdUtBZ92ZTm6LW369/usjDsHhHA7lYpe4G53roC0lQJfMWjN/3nus1qPBndRwM1HWoMD8sDPhBloS2C1A7LLTjEvX6Os1S2FA8CZlbW8JGO1brpeq2JlZAgIh3uYhYUp00vrMwnKSoPcfWLJnAyAEvS2zIgDMFykOJ3ftiFNOMvcbwKuujYRNzw84TIKZg2teTuEBlMEauXfDQiY59JTAfiWC7NgvfQ2XY+Q53OeKyn5Hetv8irkOrS1bGdhTVlK8XPw+M+Z4D64quvoMM+X1B3iMYTrMr0ezdkSIBAFUSYYv+yeOiWEubQsAGBYrkgZopm0TIJ6G6IFd28VFqx9UlPUwlW7RVtCcIsgGqoba6LiMYu2Jvyg3LF9AuDGIQSEw2VzVcv+1tLW8m+NPzawsWBC2xMyvtLH8yRQQiL1edDejQQz2w44DGIdlwgRT1CRNjG8rDDZgcBdtOAOl09S90tJLMNq4AzDkDdWZN5eBVco5NKXT+VoSyL95jNospxyg0h+rvu/bb4Cv8AEvJc3CwK2NlG0NVl8c92lptq4uFGGpb65Y0v3FqFjhXLbuunr+1MLx9u6Bgf0u52uo+XncSvzlGW2y+1xmYUQcHl5xosNd7ga3EkBd/jSUcrhlh9bdwFKxjwU+Vt1tepP5Wb5sKz5DFpQ1SzXbcx3ABDW/pS7FD33W2/ZyU2S3B4yr7VyM1O7qGq1x7S4ruKmk/irfII+0v/hwheuyWqu4bU1jqXTjF+0NaS2BH3uslCGIPJzodYjXLbifwoICEdd2rgfoUVXV1FUTj2eX7yTLsrDzYh160qQENI6UQi4SBsoLkpLQDLFrcKoTHux/kJYQ8kFKvGV+Ft8JGGGkCe+vilFCtewCtswEAZP+qwGsl3xajK9lsmsRwDIt6psY6ZncUVWJmYIMw67NXGzEG7eam55OqybtqW4Wsi8ZS7mtK03KTQ116kt+6oW+jHh3hnP4J11k4knKDyi8rRPnxi0QkvXOpbOT7xsKNbGJBi3onKRlTsYMy45r8QztdUKB2n9xc0wdqefXR/IFpwUfjatbIdNc3ExrHFZuOqjA0XfkTHrFfa2nFS3dUfHfi77zyvXs06OD7fXRXkuqM3TBB69tKyPTOf3VFgI+vxdEFau3rzhQ01QWPJpWbxF24lVfdfg3hnbf8Y1OK39ekTDNaQlLjFlaY2kNSPC2HrcNBZY+LpWN5cWSzqNcHExQN8B6Wt/9p6HFd8lzRGDxYYAAAudSURBVCwFQM68TKBkwZXMtqYE2HSH2WMyg+rnhEZe/1uiQnKL9gnELVBXZkq36cXFoHaUSoFuy0t4yXCWpmzLzXkhrgs1RuxZJTxO9n0sd52Lg6afrdZDym/TyzEKIax8Q5cZZw9TbldBd9elzBnh8k5acMfQfs0GkNZkTUImhckdkvGXn6druSOlEFo1ydlMQLMml4Sx3E3IcdZhts5hGIAwI8xfWnBNWuewHpGGaUdxJhBxfWMAVsGg6rks+zT1Vyp3FbjCBK1Z5rZNx7C0hsX1GuYta0p6x2Y+PmKsDFFUvIZtVlvWZXs8+rHQZvrcQtkMRZarrdUUpaS23pCV4ilydwVa3q4EvnfI94ydEu6mBbe4KIG2S7KXYXhgXXUrswiyPHttV84LQO2mTMAISP6qMLJZQ9KmTC9CnbYIZrxop4fLLwkrsr7pBcC61mhvAZF4qfaIMmr9LPtmLQ8GFywyV97aYvrDa3NtYgbz2wPUbe28r3UfokJwuPdEFbfWeaSaZb3VCqoxPAZbeY6X/mZ5V76S7qilVixc+2zTyPyM/hn4noJg8oZiPgqsaZmrwurULy3lm4I7uQZ3uHyCEk6hUcMyskEJil5ouZy89DzuAmlX5MKuBfMfCivJwsUwIFSszVSHtTYBqNtDwrxSfrGjr2lpzt6kzULn4uLC3ha4VOevl9agfxKWwlkJWuQoK3V7NdVra68hnOg+1fsH2Hxq9b33LoFbHSH2+eFLOt/AabDPOvbnH0u/tnlV2NpCr8jr0FuPMPUU/xbu54Y7acFd10XJtV9NSMwi8iYdm4C+NXepwspJrdPH53ydVdrQ0rJKpUCy35GzzPpw+eSyIzQK0Kw0cXchqzOmOazt0ccMyn7QfVbG9zKQmpBJem1LUNny7aeT9IH90o3KcK8yG0R3WYuBXwdqODDggqEPyv4NdF54+JXMdi7KbjFvTzik9xBmHA5fomXdL8z+LsIX7+I5uHBNX7rnRrLvfcRu3W+D+mGCUU2uGKgstyToyrozY81pTArCZAvhpxbOA0K4XNfKZlMOxNpjYR2hZM4MF6Q2wjtyYftmWAWutHLZOidzk8r2XxeGYcDh0Oc2amngiRYQAi4vn6QK0Bbm2up7e/mAvZUjP7etYStoWnPjKu05NRzrM1v3I9QU4pYyWbOmTw29FtwpVgLPuAYXL1tmkw5g2mv9EzKeyyGVJd9ZGgReZ06XLLAADOXB5hZOhaUEvVZmrQ/teskCN1mqlmldmptMpJVVszJCyGmSG7Rm4Xj9aNs8DAMCESo1AUtKo3jzsjgup4IQsrtsh5uB2OfbBJwnCFpMfgvNtaz+rYJIYN/EuybI/Lzauj419K7BPe0EdZ9xDY4zhx5XlEynGH4SACJp2kzRIgIZx3HqW1+wZ9ZyWp8wc37AVm8FX0AWQMOQLM8ALG7T1RhaCmK3iqxtFGkAYKa7D1Md6ViCdkdKHL16tlhiNTdWLkv3cVl/3apqWTV9cH+fgyssuRgIoK4YHsMCZIzWS6/rmNUNSL1Cyl4Fx+azra+M67eGWv3Tw396BHHN63Cb4LITrQdKwJ2SOSgCnEuG5THB5Y2EyXzbtZ5SSOWbU+xGiRZT4BravFjEemKxLxb0TO5t7RvU78VFXoPM0nrQB+4dYVirO3Q8uxhaq1F5XfVaHfOTsEP8IeQLrj2hbnGQ4b6C1MfQ/Hh7sXAjfyj7fl7KALDeaM/wZV+1t7h7Fk2PgLQQQsDsKMY3CS36C5W4WjiL60l7O8Vahlu/i3Icx58B8AMA/iqAzwN4M4AvA/Be732aps/XyrRniBK0GEF89PMxqDFT/lvetr9sdcAwyMPMfRoka8eB5hsKZsPOydk2IOTzQbLMtDFl7bchv8tD21bA2s/XuPWSd3ltV8KfWbT22EWqk30NwfblKYEJG8rIw4xweLJwMzN39Wohoc78U36PXmUahq+Nv+2a/WYI+87Vq4Bndd8UfdzqXZTjOP4BAI8C+LMA3gHg6QDeAOB5jfcfrpV7ec87JtB2N8nnnrGxzLHHSlFuGTCNPH94VH5tOh0fkG3x2sfqtIx+iRE4xYuj8w7H6Da0a3Be2zkT1WnSjsO1nY4yAHCGzcYJyP2owqgmny86Tgfj7VfUWd8xfGQdx4QA/7LlHfqBjY03Z+wXHBgd1sa5ZlXX6HsL7fSUVRM4LX7YsnqTFZ8RkpE5LJZxtR23W+HWWnDjOD4VwBsRLbPnT9P02DiOTwPwnQCe23ivQpgvAdK5VbO7czCoJVYQablppYd4+sB3c3oMWuPNv3LgTuYQ8qYdcZDbCtqeSTsM8fJki5NujxaOQyF4/A1B3X1IP1PUGqNSmNu4LYyiCuHBvlWjZ+x6XLM2f00o6bzMao4XGuR0bQ+Qh0PtXbavJYC8crw0suwefGz4/WiV3+avCXwPgHcB+DYAX7WEPQXAMwE8UXl/qFXxJz7xia247lCBj/+rj5wbhTsHH/nwPz03CncOfvlf/vNzo7DDNvgvz//EJ57Xm/bYlQ81TWAcx58E8JsAXgHgJQBehrjW9moAXwDwy4guyeJ9mqbvPzayO+ywww477NALVQGXYBzHdwL4OQDfi2itvQXAkwDe7b1P0/S5E+G8ww477LDDDk3oEnA77LDDDjvscL/BRTvJDjvssMMOO9x/sAu4HXbYYYcdHkjYBdwOO+ywww4PJOwCbocddthhhwcSdgG3ww477LDDAwm7gNthhx122OGBhF3A7bDDDjvs8EDCfSPgxnEs7rccx/Hbx3H84PL3mXEc//g5cNthhx1uB4zj+NfGcfzoOI4/O47jl99w3R8kYT94kzjsoOG+EXAg92ZO0/QL0zS9GsBrAPwPAO+/cax22GGHWwHjOL4CwDdP0/RNAH4R8Yalm4Ti1oxpmv7MDeOwg4CzffD0yPCnAfy9aZr+97kR2WGHHc4G3wrgF5bnXwTw9cBqWf0KgBdO0/RtyxdPfhLxAvn/CuBNiLzwZwB8BYD/BeCPIH5kWoVN07Tp4y/jOH5wUcIxjuNfBvDbAHwzgN8O4LUA/i+A9wF4GMCvTtP09q2NXr768vppmt6zNe+DDveTBUdhHMdHAPwhAD9yblx22GGHs8IjiJfDY5qm/zxN0z9Zwl8O4KPTNH3b8v5mRGHyagD/AcB3IQrDwzRN3wLgxxHv1LVhXzGO44+O4/gB8feXGjhZq+5rlvL+PoDfj2hl/uoS9rvGcXzB1kZP03QJ4N44js/fmvdBhwfBgvt+AO/cqlntsMMODxx8HlEwYRzHRwG8apqmv4koQH5epPt6AD+7PH8cwGunafrxcRwfH8fxnyEKvQ9M0/RJEvbWa+L4vuX3c4gW4gjgFeM4fguAZwP4agCPsYzjOH4tgG9C+RnT9GXo94/j+EenafqP18TxgYFbL+DGcXzWNE3/R7w/c5qmLyzPL0b80Oq/OBuCO+yww22BjyJaZ+8C8CoAv7WE/z+T7nFEq+4Dy+/j4zh+A6KV9xfHcfxpAK8cx/E3bRiAYiOJgJ4vHFtcPg3g49M0vXccx9cB+KxX+DRNvwbg11jcOI5/GMAu3AzcDy7KV47j+BYATxvH8W0ApAn/3QCeL9wFbzsPijvssMO5YZqmfwzgP43j+FHEda60JmXdhH8XwAvGcfwQgK9FXI/7DIA/ueR9BMAnnLAasE+z+J8pj+9/B8C3j+P4YUR+9uuNOgpY1uCevQu3Eu6Lz+WM4/jVAH4ewO+bpum3Wul32GGHHXbY4b4QcAAwjuM4TdN0bjx22GGHHXa4P+C+EXA77LDDDjvssAXuhzW4HXbYYYcddtgMu4DbYYcddtjhgYRdwO2www477PBAwi7gdthhhx12eCBhF3A77LDDDjs8kLALuB122GGHHR5I2AXcDjvssMMODyTsAm6HHXbYYYcHEnYBt8MOO+ywwwMJu4DbYYcddtjhgYRdwO2www477PBAwv8HPEPwwkn6ObMAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1024ccc0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from pygeopressure.basic.vawt import opendtect_seismic_colormap\n",
    "\n",
    "fig_obp, ax_obp = plt.subplots()\n",
    "\n",
    "im = obp_cube.plot(ppp.InlineIndex(7400), ax_obp, kind='img', cm=opendtect_seismic_colormap())\n",
    "\n",
    "fig_obp.colorbar(im)\n",
    "fig_obp.set(figwidth=8)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.15"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
